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-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-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-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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| "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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| { | |
| "name": "MODEL", | |
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| "name": "av_latent", | |
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| { | |
| "name": "video_latent", | |
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| ] | |
| }, | |
| { | |
| "name": "audio_latent", | |
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| "Node name for S&R": "LTXVSeparateAVLatent", | |
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| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 224, | |
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| "order": 129, | |
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| "name": "*", | |
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| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
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| "negative" | |
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| { | |
| "id": 508, | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| 1082 | |
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| "ref_image" | |
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| { | |
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| 60 | |
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| "links": [ | |
| 1089 | |
| ] | |
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| "title": "Get_enable_promptenhance", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| 60 | |
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| 1087 | |
| ] | |
| } | |
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| "title": "Get_clip", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| "order": 78, | |
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| "type": "BOOLEAN", | |
| "link": 1088 | |
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| "outputs": [ | |
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| "name": "*", | |
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| "title": "Set_enable_promptenhance", | |
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| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "enable_promptenhance" | |
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| "type": "GetNode", | |
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| 3664.342681713225 | |
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| 58 | |
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| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 989 | |
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| ], | |
| "title": "Get_fps", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| 60 | |
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| { | |
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| "type": "FLOAT", | |
| "links": [ | |
| 446 | |
| ] | |
| } | |
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| "title": "Get_fps", | |
| "properties": { | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| "color": "#346434", | |
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| { | |
| "id": 469, | |
| "type": "MarkdownNote", | |
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| 88 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 24, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Sampler Preview", | |
| "properties": {}, | |
| "widgets_values": [ | |
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| "bgcolor": "#000" | |
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| 58 | |
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| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": [ | |
| 1088 | |
| ] | |
| } | |
| ], | |
| "title": "ENABLE PROMPT ENHANCER", | |
| "properties": { | |
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| "ver": "0.17.0", | |
| "Node name for S&R": "PrimitiveBoolean" | |
| }, | |
| "widgets_values": [ | |
| true | |
| ], | |
| "color": "#008181", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 573, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 3857.990854976004 | |
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| "size": [ | |
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| 58 | |
| ], | |
| "flags": { | |
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| "order": 26, | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 1223 | |
| ] | |
| } | |
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| "title": "Get_negative", | |
| "properties": { | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| "widgets_values": [ | |
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| { | |
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| 1222 | |
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| } | |
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| "title": "Get_positive", | |
| "properties": { | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| { | |
| "id": 549, | |
| "type": "LTXVCropGuides", | |
| "pos": [ | |
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| 93.01318995837119 | |
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| "flags": {}, | |
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| "inputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 1222 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 1223 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 925 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 1201 | |
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| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 1202 | |
| ] | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 926 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
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| "ver": "0.9.2", | |
| "Node name for S&R": "LTXVCropGuides" | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 464, | |
| "type": "LoraLoaderModelOnly", | |
| "pos": [ | |
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| 3712.2935953084257 | |
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| "size": [ | |
| 364.0234375, | |
| 95.546875 | |
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| }, | |
| "order": 79, | |
| "mode": 4, | |
| "inputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 831 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 893 | |
| ] | |
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| "collapsed": true | |
| }, | |
| "order": 38, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 803 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "ref_image" | |
| ] | |
| }, | |
| { | |
| "id": 506, | |
| "type": "GetImageSizeAndCount", | |
| "pos": [ | |
| -407.7183040831638, | |
| 4282.9756814165785 | |
| ], | |
| "size": [ | |
| 196.2994140625, | |
| 86 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 123, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 861 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "links": [ | |
| 875 | |
| ] | |
| }, | |
| { | |
| "label": "450 width", | |
| "name": "width", | |
| "type": "INT", | |
| "links": [ | |
| 873 | |
| ] | |
| }, | |
| { | |
| "label": "794 height", | |
| "name": "height", | |
| "type": "INT", | |
| "links": [ | |
| 874 | |
| ] | |
| }, | |
| { | |
| "label": "121 count", | |
| "name": "count", | |
| "type": "INT", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "f12007dd57bd539052d3a92597b35365a49e7b06", | |
| "Node name for S&R": "GetImageSizeAndCount" | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 208, | |
| "type": "SetNode", | |
| "pos": [ | |
| -338.8445105802745, | |
| 4067.546078152548 | |
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| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 135, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 878 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_height", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "height" | |
| ] | |
| }, | |
| { | |
| "id": 581, | |
| "type": "GetNode", | |
| "pos": [ | |
| 3770.577049880013, | |
| 3556.23095161603 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 39, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 987 | |
| ] | |
| } | |
| ], | |
| "title": "Get_final_video", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "final_video" | |
| ] | |
| }, | |
| { | |
| "id": 705, | |
| "type": "GetImageRangeFromBatch", | |
| "pos": [ | |
| 624.938382927026, | |
| 3612.3342406948345 | |
| ], | |
| "size": [ | |
| 214.9546875, | |
| 102 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 97, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "shape": 7, | |
| "type": "IMAGE", | |
| "link": 1333 | |
| }, | |
| { | |
| "name": "masks", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 1334 | |
| ] | |
| }, | |
| { | |
| "name": "MASK", | |
| "type": "MASK", | |
| "links": null | |
| } | |
| ], | |
| "title": "FIRST FRAME", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "GetImageRangeFromBatch" | |
| }, | |
| "widgets_values": [ | |
| 0, | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 700, | |
| "type": "ComfyMathExpression", | |
| "pos": [ | |
| 287.3615724906933, | |
| 3647.1989593346007 | |
| ], | |
| "size": [ | |
| 210, | |
| 148 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 100, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "values.a", | |
| "type": "FLOAT,INT", | |
| "link": 1317 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "values.b", | |
| "shape": 7, | |
| "type": "FLOAT,INT", | |
| "link": 1319 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "values.c", | |
| "shape": 7, | |
| "type": "FLOAT,INT", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1322, | |
| 1323 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [] | |
| } | |
| ], | |
| "title": "Start Video at", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.17.0", | |
| "Node name for S&R": "ComfyMathExpression" | |
| }, | |
| "widgets_values": [ | |
| "a/b" | |
| ] | |
| }, | |
| { | |
| "id": 701, | |
| "type": "ComfyMathExpression", | |
| "pos": [ | |
| 292.9827058625622, | |
| 3663.5814378311893 | |
| ], | |
| "size": [ | |
| 210, | |
| 148 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 113, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "values.a", | |
| "type": "FLOAT,INT", | |
| "link": 1323 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "values.b", | |
| "shape": 7, | |
| "type": "FLOAT,INT", | |
| "link": 1324 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "values.c", | |
| "shape": 7, | |
| "type": "FLOAT,INT", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1325, | |
| 1326 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [] | |
| } | |
| ], | |
| "title": "End at", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.17.0", | |
| "Node name for S&R": "ComfyMathExpression" | |
| }, | |
| "widgets_values": [ | |
| "a+b" | |
| ] | |
| }, | |
| { | |
| "id": 356, | |
| "type": "GetNode", | |
| "pos": [ | |
| 251.9979601249339, | |
| 3662.2410465311614 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 40, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 1324 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ext_seconds", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "ext_seconds" | |
| ] | |
| }, | |
| { | |
| "id": 698, | |
| "type": "GetImageSizeAndCount", | |
| "pos": [ | |
| 249.00458727069952, | |
| 3646.934819243013 | |
| ], | |
| "size": [ | |
| 196.2994140625, | |
| 86 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 83, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 1310 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "links": null | |
| }, | |
| { | |
| "label": "448 width", | |
| "name": "width", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "label": "768 height", | |
| "name": "height", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "label": "121 count", | |
| "name": "count", | |
| "type": "INT", | |
| "links": [ | |
| 1316, | |
| 1317 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "f12007dd57bd539052d3a92597b35365a49e7b06", | |
| "Node name for S&R": "GetImageSizeAndCount" | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 656, | |
| "type": "SetNode", | |
| "pos": [ | |
| 103.17955968649447, | |
| 4433.320026601919 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 101, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 1262 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_negative_pre_cond", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "negative_pre_cond" | |
| }, | |
| "widgets_values": [ | |
| "negative_pre_cond" | |
| ] | |
| }, | |
| { | |
| "id": 215, | |
| "type": "GetNode", | |
| "pos": [ | |
| 134.15496261689142, | |
| 4392.243243039004 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 41, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
| 438, | |
| 1071, | |
| 1156 | |
| ] | |
| } | |
| ], | |
| "title": "Get_clip", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "clip" | |
| ] | |
| }, | |
| { | |
| "id": 655, | |
| "type": "SetNode", | |
| "pos": [ | |
| 105.14656279330391, | |
| 4474.586335296526 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 117, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 1261 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_positive_pre_cond", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "positive_pre_cond" | |
| }, | |
| "widgets_values": [ | |
| "positive_pre_cond" | |
| ] | |
| }, | |
| { | |
| "id": 110, | |
| "type": "CLIPTextEncode", | |
| "pos": [ | |
| 82.52999559638549, | |
| 4636.859617471339 | |
| ], | |
| "size": [ | |
| 475.64909321126845, | |
| 88 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 84, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": 438 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 1237, | |
| 1262 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.56", | |
| "Node name for S&R": "CLIPTextEncode", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| "text, subtitles, logo, low quality, distorted, bad anatomy, oversaturated, pixelated, low resolution, grainy, compression artifacts, jpeg artifacts, glitches, watermark, signature, copyright, distortedsound, saturated sound, loud sound , deformed facial features, asymmetrical face, missing facial features, extra limbs, disfigured hands, blurry teeth, disfigured teeth" | |
| ], | |
| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 209, | |
| "type": "SetNode", | |
| "pos": [ | |
| -1014.9810183360205, | |
| 4811.272075046514 | |
| ], | |
| "size": [ | |
| 210, | |
| 50 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 94, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 643 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_ext_seconds", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "ext_seconds" | |
| }, | |
| "widgets_values": [ | |
| "ext_seconds" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 221, | |
| "type": "GetNode", | |
| "pos": [ | |
| -766.0161933299811, | |
| 3954.1800213958995 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 42, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1345 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 210, | |
| "type": "SetNode", | |
| "pos": [ | |
| -745.1725037391608, | |
| 4818.815807323661 | |
| ], | |
| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 87, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "link": 1343 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_fps", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 214, | |
| "type": "PrimitiveFloat", | |
| "pos": [ | |
| -787.8241886994923, | |
| 4792.383964614942 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 43, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1343 | |
| ] | |
| } | |
| ], | |
| "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": 442, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1594.6840210405467, | |
| 4465.205131292547 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 44, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 804 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "vae" | |
| ] | |
| }, | |
| { | |
| "id": 438, | |
| "type": "LTXVImgToVideoInplace", | |
| "pos": [ | |
| 1594.6840210405467, | |
| 4390.286695305031 | |
| ], | |
| "size": [ | |
| 270, | |
| 122 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 145, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 804 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 803 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 805 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 806 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.12.3", | |
| "Node name for S&R": "LTXVImgToVideoInplace" | |
| }, | |
| "widgets_values": [ | |
| 1, | |
| false | |
| ] | |
| }, | |
| { | |
| "id": 258, | |
| "type": "SamplerCustomAdvanced", | |
| "pos": [ | |
| 1921.87188820396, | |
| 3584.7855897367904 | |
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| "type": "NOISE", | |
| "link": 478 | |
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| { | |
| "name": "guider", | |
| "type": "GUIDER", | |
| "link": 479 | |
| }, | |
| { | |
| "name": "sampler", | |
| "type": "SAMPLER", | |
| "link": 480 | |
| }, | |
| { | |
| "name": "sigmas", | |
| "type": "SIGMAS", | |
| "link": 834 | |
| }, | |
| { | |
| "name": "latent_image", | |
| "type": "LATENT", | |
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| { | |
| "name": "output", | |
| "type": "LATENT", | |
| "links": [ | |
| 1007 | |
| ] | |
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| { | |
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| "type": "LATENT", | |
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| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
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| "widgets_values": [] | |
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| "id": 524, | |
| "type": "MarkdownNote", | |
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| "outputs": [], | |
| "title": "Video settings", | |
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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\n**FPS** You can either set the fps same as the input video, or set it to 24 as is most common with LTX \n\n\n" | |
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| "bgcolor": "#000" | |
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| "type": "MarkdownNote", | |
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| "outputs": [], | |
| "title": "SINGLE PASS vs 2-PASS WORKFLOW", | |
| "properties": {}, | |
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| "With this workflow you can run both as a single-pass and 2-pass mode.\n\n2-pass workflow is usually a faster and easier on ram/vram. Feel free to try both modes with the toggles (**Toggle both to change mode**)\n" | |
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| "bgcolor": "#000" | |
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| "title": "WHAT TO KEEP FROM INPUT VIDEO", | |
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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** " | |
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| "secondTabText": "Send Back", | |
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| { | |
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| "type": "VAEEncode", | |
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| { | |
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| "type": "VAE", | |
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| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
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| "link": 1156 | |
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| { | |
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| "type": "CONDITIONING", | |
| "links": [ | |
| 1238 | |
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| ], | |
| "title": "Negative Audio Prompt", | |
| "properties": { | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| " distorted sound, saturated sound, loud sound" | |
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| "type": "INT", | |
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| "title": "MAX PIXEL SIZE (longest)", | |
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| "inputs": [], | |
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| "links": [ | |
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| "title": "PROMPT", | |
| "properties": { | |
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| "ver": "0.14.1", | |
| "Node name for S&R": "PrimitiveStringMultiline" | |
| }, | |
| "widgets_values": [ | |
| "Sound of summer outdoors, sound of scate board rolling down a rugged path, and the frog on top pf the scate bord making frog sounds. " | |
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| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "title": "Set_ref_video", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
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| "title": "Set_width", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "width" | |
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| }, | |
| { | |
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| "type": "GetImageRangeFromBatch", | |
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| "type": "IMAGE", | |
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| }, | |
| { | |
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| "type": "MASK", | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| 865 | |
| ] | |
| }, | |
| { | |
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| "links": null | |
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| "title": "FIRST FRAME", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
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| { | |
| "id": 495, | |
| "type": "ResizeImagesByLongerEdge", | |
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| "type": "IMAGE", | |
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| 866, | |
| 867 | |
| ] | |
| } | |
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| { | |
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| "type": "VHS_VideoInfo", | |
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| "type": "VHS_VIDEOINFO", | |
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| "links": null | |
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| "name": "source_frame_count๐จ", | |
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| { | |
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| { | |
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| "title": "CLIP Text Encode (Prompt)" | |
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| "text": "blurry, out of focus, overexposed, underexposed, low contrast, washed out colors, excessive noise, grainy texture, poor lighting, flickering, motion blur, distorted proportions, unnatural skin tones, deformed facial features, asymmetrical face, missing facial features, extra limbs, disfigured hands, wrong hand count, artifacts around text, unreadable text on shirt or hat, incorrect lettering on cap (โPNTRโ), incorrect t-shirt slogan (โJUST DO ITโ), missing microphone, misplaced microphone, inconsistent perspective, camera shake, incorrect depth of field, background too sharp, background clutter, distracting reflections, harsh shadows, inconsistent lighting direction, color banding, cartoonish rendering, 3D CGI look, unrealistic materials, uncanny valley effect, incorrect ethnicity, wrong gender, exaggerated expressions, smiling, laughing, exaggerated sadness, wrong gaze direction, eyes looking at camera, mismatched lip sync, silent or muted audio, distorted voice, robotic voice, echo, background noise, off-sync audio, missing sniff sounds, incorrect dialogue, added dialogue, repetitive speech, jittery movement, awkward pauses, incorrect timing, unnatural transitions, inconsistent framing, tilted camera, missing door or shelves, missing shallow depth of field, flat lighting, inconsistent tone, cinematic oversaturation, stylized filters, or AI artifacts.", | |
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| "title": "RandomNoise" | |
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| "class_type": "VAEDecode", | |
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| "title": "VAE Decode" | |
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| "ckpt_name": "ltx-av-step-1751000_vocoder_24K.safetensors" | |
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| "class_type": "LTXVAudioVAELoader", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Audio VAE Loader" | |
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| "audio_vae": [ | |
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| 0 | |
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| "class_type": "LTXVAudioVAEDecode", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Audio VAE Decode" | |
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| "filename_prefix": "AnimateDiff", | |
| "format": "video/h264-mp4", | |
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| "class_type": "VHS_VideoCombine", | |
| "_meta": { | |
| "title": "Video Combine ๐ฅ๐ ฅ๐ ๐ ข" | |
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| "class_type": "MultimodalGuider", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Multimodal Guider" | |
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| "cfg": 3, | |
| "stg": 0, | |
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| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Guider Parameters" | |
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| "19": { | |
| "inputs": { | |
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| "cfg": 7, | |
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| "modality_scale": 3 | |
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| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Guider Parameters" | |
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| "class_type": "PreviewAudio", | |
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| "title": "PreviewAudio" | |
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| "class_type": "LTXVConditioning", | |
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| "title": "LTXVConditioning" | |
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| "value": 25 | |
| }, | |
| "class_type": "FloatConstant", | |
| "_meta": { | |
| "title": "Float Constant" | |
| } | |
| }, | |
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| "inputs": { | |
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| ], | |
| "batch_size": 1 | |
| }, | |
| "class_type": "LTXVEmptyLatentAudio", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Empty Latent Audio" | |
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| "value": 105 | |
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| "class_type": "INTConstant", | |
| "_meta": { | |
| "title": "INT Constant" | |
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| }, | |
| "class_type": "LTXVConcatAVLatent", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Concat AV Latent" | |
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| "29": { | |
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| "av_latent": [ | |
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| "class_type": "LTXVSeparateAVLatent", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Separate AV Latent" | |
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| "_meta": { | |
| "title": "SamplerCustomAdvanced" | |
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| "a": [ | |
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| "class_type": "CM_FloatToInt", | |
| "_meta": { | |
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| "class_type": "EmptyLTXVLatentVideo", | |
| "_meta": { | |
| "title": "EmptyLTXVLatentVideo" | |
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| "44": { | |
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| "torch_compile": true, | |
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| "class_type": "LTXVSequenceParallelMultiGPUPatcher", | |
| "_meta": { | |
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| "class_type": "LTXVAddGuide", | |
| "_meta": { | |
| "title": "LTXVAddGuide" | |
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| }, | |
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| "VHS_MetadataImage": false, | |
| "VHS_KeepIntermediate": false | |
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