Image-to-Video
LTX-2
GGUF
ltx-2
comfyui
comfy
ltx-video
ltx-2-3
ltx-2.5
ltxv
text-to-video
audio-to-video
video-to-video
Instructions to use RuneXX/LTX-2.3-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX-2
How to use RuneXX/LTX-2.3-Workflows with LTX-2:
# Install the LTX-2 pipelines git clone https://github.com/Lightricks/LTX-2.git cd LTX-2 uv sync --extra natten
# Download weights from this repo # Substitute filenames from this repo's "Files and versions" if they differ hf download RuneXX/LTX-2.3-Workflows \ diffusion_models/<distilled-transformer>.safetensors \ text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ vae/<video-vae>.safetensors \ vae/<audio-vae>.safetensors \ latent_upscale_models/<spatial-upsampler>.safetensors \ latent_upscale_models/<temporal-upsampler>.safetensors \ --local-dir models/LTX-2.3-Workflows # DFR requires the detailing IC-LoRA (separate repo; strength is fixed at 0.5) hf download Lightricks/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler --local-dir models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler# Distilled LTX-2.5 pipeline (fast) uv run python -m ltx_pipelines.distilled \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8# DFR pipeline (higher detail fidelity; optional temporal 2x/4x) uv run python -m ltx_pipelines.dfr_pipeline \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --temporal-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<temporal-upsampler>.safetensors \ --detailing-lora models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler/ltx-2.5-22b-ic-lora-pixel-spatial-upscaler-x2-1.0.safetensors \ --spatial-upscalings 1 \ --temporal-upscalings 1 \ --height 1088 \ --width 1920 \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For 4K: --spatial-upscalings 2 --width 3840 --height 2176 # For image-to-video, add: --image path/to/image.jpg 0 0.8 - Notebooks
- Google Colab
- Kaggle
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| "title": "Get_source_video", | |
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| "bgcolor": "rgba(24,24,27,.9)" | |
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| "This is heavy on the computer, so be reasonable. For example set same height and width as the original video or perhaps 10-20% larger. Unless you got a powerful pc that can handle it" | |
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| "secondTabText": "Send Back", | |
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| { | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
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| "name": "VAE", | |
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| 622 | |
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| "title": "Get_vae", | |
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| { | |
| "name": "IMAGE", | |
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| "title": "Get_ref_image", | |
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| "name": "CONDITIONING", | |
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| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
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| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
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| "outputs": [ | |
| { | |
| "name": "latent", | |
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| 627 | |
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| { | |
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| { | |
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| { | |
| "name": "upscale_model", | |
| "type": "LATENT_UPSCALE_MODEL", | |
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| { | |
| "name": "vae", | |
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| "outputs": [ | |
| { | |
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| "type": "LATENT", | |
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| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "label": "832 height", | |
| "name": "height", | |
| "type": "INT", | |
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| }, | |
| { | |
| "label": "121 count", | |
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| 602, | |
| 643 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
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| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 567 | |
| } | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| 648 | |
| ] | |
| } | |
| ], | |
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| "cnr_id": "comfy-core", | |
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| 64, | |
| 64, | |
| 8 | |
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| { | |
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| { | |
| "name": "*", | |
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| } | |
| ], | |
| "title": "Set_ref_image", | |
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| "previousName": "ref_image" | |
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| "ref_image" | |
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| { | |
| "name": "negative", | |
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| "link": 287 | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
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| 254, | |
| 506 | |
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| { | |
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| 255, | |
| 507, | |
| 562 | |
| ] | |
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| "properties": { | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| 25 | |
| ] | |
| }, | |
| { | |
| "id": 258, | |
| "type": "SetNode", | |
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| 4384.178987703091 | |
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| 58 | |
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| "order": 97, | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_negative", | |
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| "previousName": "negative" | |
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| "widgets_values": [ | |
| "negative" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| 60 | |
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| "flags": { | |
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| "order": 96, | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 506 | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_positive", | |
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| "previousName": "positive" | |
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| "positive" | |
| ], | |
| "color": "#38291f", | |
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| "id": 214, | |
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| 60 | |
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| "order": 53, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 444 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps_input", | |
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| "widgets_values": [ | |
| "fps_input" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 110, | |
| "type": "CLIPTextEncode", | |
| "pos": [ | |
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| 4537.019002343303 | |
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| "size": [ | |
| 397.9587854087256, | |
| 126.8130491373986 | |
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| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 75, | |
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| { | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": 439 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 287 | |
| ] | |
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| ], | |
| "properties": { | |
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| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| "subtitles, logo," | |
| ], | |
| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 121, | |
| "type": "CLIPTextEncode", | |
| "pos": [ | |
| -136.66490178544447, | |
| 4217.137014051662 | |
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| "size": [ | |
| 415.0098142910374, | |
| 271.66928586706535 | |
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| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 74, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": 438 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 286 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| "Viden animation. A giant monster is walking through a fruit market. With loud stumps as his feet hit the ground. And growls from his mouth.\n" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 352, | |
| "type": "LatentUpscaleBy", | |
| "pos": [ | |
| 434.81073525470987, | |
| 4122.415726691895 | |
| ], | |
| "size": [ | |
| 270, | |
| 82 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 112, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 632 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 633 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.17.0", | |
| "Node name for S&R": "LatentUpscaleBy" | |
| }, | |
| "widgets_values": [ | |
| "nearest-exact", | |
| 0.5 | |
| ] | |
| }, | |
| { | |
| "id": 226, | |
| "type": "GetNode", | |
| "pos": [ | |
| 441.2370473820038, | |
| 4304.633758937396 | |
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| 60 | |
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| "flags": { | |
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| }, | |
| "order": 54, | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 559 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 325, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 4320.067893038426 | |
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| 60 | |
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| "flags": { | |
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| }, | |
| "order": 55, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 585 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_tiny", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_tiny" | |
| ] | |
| }, | |
| { | |
| "id": 333, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| -8.409073023673098, | |
| 3775.7799326993954 | |
| ], | |
| "size": [ | |
| 210, | |
| 128 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 102, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 602 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 603 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 609 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "title": "Video start time", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "00984d2f6eafdc2610690a0080922e7f1a6edccf", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a / b " | |
| ] | |
| }, | |
| { | |
| "id": 364, | |
| "type": "GetNode", | |
| "pos": [ | |
| -45.95452919911363, | |
| 3861.3485556125315 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 56, | |
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| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 642 | |
| ] | |
| } | |
| ], | |
| "title": "Get_extended_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "extended_frames" | |
| ] | |
| }, | |
| { | |
| "id": 320, | |
| "type": "LTXVImgToVideoInplace", | |
| "pos": [ | |
| 381.04966761981876, | |
| 4076.3289803471384 | |
| ], | |
| "size": [ | |
| 301.35966278076535, | |
| 122 | |
| ], | |
| "flags": {}, | |
| "order": 116, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 576 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 573 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 633 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.17.0", | |
| "Node name for S&R": "LTXVImgToVideoInplace" | |
| }, | |
| "widgets_values": [ | |
| 1, | |
| false | |
| ] | |
| }, | |
| { | |
| "id": 308, | |
| "type": "LTX2SamplingPreviewOverride", | |
| "pos": [ | |
| 384.2674146209607, | |
| 4253.821825315354 | |
| ], | |
| "size": [ | |
| 301.35966278076535, | |
| 98 | |
| ], | |
| "flags": {}, | |
| "order": 81, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 559 | |
| }, | |
| { | |
| "name": "latent_upscale_model", | |
| "shape": 7, | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "link": null | |
| }, | |
| { | |
| "name": "vae", | |
| "shape": 7, | |
| "type": "VAE", | |
| "link": 585 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 628 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "fc523c1db02afa5ea975df9fc4cd82a37be69ca1", | |
| "Node name for S&R": "LTX2SamplingPreviewOverride" | |
| }, | |
| "widgets_values": [ | |
| 8 | |
| ] | |
| }, | |
| { | |
| "id": 369, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| 1797.1629269546722, | |
| 4775.0226887482 | |
| ], | |
| "size": [ | |
| 394.9450990941459, | |
| 112.23566663515976 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 57, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About video outputs", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "1) LTX FOLEY - Your original video, and only LTX sound is added\n\n2) LTX RENDER - Both video and sound come from LTX\n" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 221, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1953.5869656214652, | |
| 3300.3766326616287 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 58, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 453 | |
| ] | |
| } | |
| ], | |
| "title": "Get_source_video", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "source_video" | |
| ] | |
| }, | |
| { | |
| "id": 223, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1901.5543699561129, | |
| 3944.12267398866 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 59, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 457 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 128, | |
| "type": "LTXVAudioVAEDecode", | |
| "pos": [ | |
| 1841.0573429295887, | |
| 3920.74366815017 | |
| ], | |
| "size": [ | |
| 290.6306231479698, | |
| 64.21369214306833 | |
| ], | |
| "flags": {}, | |
| "order": 126, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 297 | |
| }, | |
| { | |
| "label": "Audio VAE", | |
| "name": "audio_vae", | |
| "type": "VAE", | |
| "link": 457 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "Audio", | |
| "type": "AUDIO", | |
| "links": [ | |
| 314, | |
| 502, | |
| 649 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LTXVAudioVAEDecode", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
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