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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| "title": "Get_vae", | |
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| "title": "Get_vae", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
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| "title": "Set_latent", | |
| "properties": { | |
| "previousName": "latent" | |
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| "widgets_values": [ | |
| "latent" | |
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| "color": "#422342", | |
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| "name": "INT", | |
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| "links": [ | |
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| "title": "Get_height_downsized", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "height_downsized" | |
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| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| "flags": { | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
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| } | |
| ], | |
| "title": "Get_width_downsized", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "width_downsized" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| "type": "GetNode", | |
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| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
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| 425 | |
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| } | |
| ], | |
| "title": "Get_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "frames" | |
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| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 437 | |
| } | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_compress_image", | |
| "properties": { | |
| "previousName": "compress_image" | |
| }, | |
| "widgets_values": [ | |
| "compress_image" | |
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| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 108, | |
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| "widget": { | |
| "name": "width" | |
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| "link": 464 | |
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| { | |
| "name": "height", | |
| "type": "INT", | |
| "widget": { | |
| "name": "height" | |
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| "link": 463 | |
| }, | |
| { | |
| "name": "length", | |
| "type": "INT", | |
| "widget": { | |
| "name": "length" | |
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| "link": 424 | |
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| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 361 | |
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| "ver": "0.3.60", | |
| "Node name for S&R": "EmptyLTXVLatentVideo", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
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| 512, | |
| 121, | |
| 1 | |
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| { | |
| "id": 214, | |
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| "flags": { | |
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| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
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| } | |
| ], | |
| "title": "Get_clip", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "clip" | |
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| "color": "#c09430", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "name": "INT", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
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| "title": "Set_height", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "height" | |
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| "flags": { | |
| "collapsed": true | |
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| { | |
| "name": "INT", | |
| "type": "INT", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
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| "title": "Set_width", | |
| "properties": { | |
| "previousName": "" | |
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| "width" | |
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| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| 34 | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 51, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "link": 530 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_fps", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 285, | |
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| "pos": [ | |
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| "size": [ | |
| 210, | |
| 61.42105412153796 | |
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| "flags": {}, | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 530, | |
| 533 | |
| ] | |
| } | |
| ], | |
| "title": "FPS", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.10.0", | |
| "Node name for S&R": "PrimitiveFloat" | |
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| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "flags": { | |
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| "inputs": [ | |
| { | |
| "name": "INT", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_frames", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
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| } | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_t2v_mode", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "t2v_mode" | |
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| "order": 7, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 466, | |
| 467 | |
| ] | |
| } | |
| ], | |
| "title": "Get_latent", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "latent" | |
| ], | |
| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| 102.45137621179947 | |
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| "flags": { | |
| "collapsed": false | |
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| "order": 8, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Video settings", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "If low on Ram/Vram, try width height to 832 x 480 or 960 x 544. If you can, run at 1280 x 720 or higher.\n\n\nLength in seconds : try 5, 10 or 20. \nfps : 24 or 25 (or 48 or 50 if your pc can run it)" | |
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| "color": "#222", | |
| "bgcolor": "#000" | |
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| { | |
| "id": 221, | |
| "type": "GetNode", | |
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| 3967.524307187246 | |
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| "flags": { | |
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| "order": 9, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 448 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 219, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 10, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 446, | |
| 447 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 11, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "links": [ | |
| 470 | |
| ] | |
| } | |
| ], | |
| "title": "Get_upscale_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "upscale_model" | |
| ] | |
| }, | |
| { | |
| "id": 127, | |
| "type": "VAEDecodeTiled", | |
| "pos": [ | |
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| "size": [ | |
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| 150 | |
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| "flags": {}, | |
| "order": 94, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 302 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 449 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 313 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "VAEDecodeTiled", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 512, | |
| 64, | |
| 4096, | |
| 8 | |
| ] | |
| }, | |
| { | |
| "id": 117, | |
| "type": "LTXVConcatAVLatent", | |
| "pos": [ | |
| 907.1296963317939, | |
| 4153.637261578532 | |
| ], | |
| "size": [ | |
| 270, | |
| 46 | |
| ], | |
| "flags": {}, | |
| "order": 91, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "link": 373 | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "link": 475 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 276 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "LTXVConcatAVLatent", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 229, | |
| "type": "GetNode", | |
| "pos": [ | |
| 907.1296963317939, | |
| 4320.4535825498515 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 12, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 458 | |
| ] | |
| } | |
| ], | |
| "title": "Get_negative", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "negative" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 228, | |
| "type": "GetNode", | |
| "pos": [ | |
| 907.1296963317939, | |
| 4322.987427936302 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 13, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 457 | |
| ] | |
| } | |
| ], | |
| "title": "Get_positive", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "positive" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 138, | |
| "type": "KSamplerSelect", | |
| "pos": [ | |
| 907.1296963317939, | |
| 4524.892406249254 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 14, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "SAMPLER", | |
| "type": "SAMPLER", | |
| "links": [ | |
| 274 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| "lcm" | |
| ] | |
| }, | |
| { | |
| "id": 309, | |
| "type": "GetNode", | |
| "pos": [ | |
| 977.0617165267872, | |
| 4039.3893641876975 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 15, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": [ | |
| 564 | |
| ] | |
| } | |
| ], | |
| "title": "Get_t2v_mode", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "t2v_mode" | |
| ] | |
| }, | |
| { | |
| "id": 308, | |
| "type": "GetNode", | |
| "pos": [ | |
| -135.9293791492792, | |
| 4189.77460299748 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 16, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": [ | |
| 563 | |
| ] | |
| } | |
| ], | |
| "title": "Get_t2v_mode", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "t2v_mode" | |
| ] | |
| }, | |
| { | |
| "id": 311, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| -135.9293791492792, | |
| 4062.459322913003 | |
| ], | |
| "size": [ | |
| 270, | |
| 128 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 53, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 565 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 566 | |
| ] | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "debc47061f722e93fc9885c19facefcf59b6426a", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a" | |
| ] | |
| }, | |
| { | |
| "id": 310, | |
| "type": "GetNode", | |
| "pos": [ | |
| -135.9293791492792, | |
| 4049.915457800698 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 17, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 565 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 217, | |
| "type": "GetNode", | |
| "pos": [ | |
| -135.9293791492792, | |
| 3991.309314792196 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 18, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 444 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 240, | |
| "type": "SetNode", | |
| "pos": [ | |
| -135.9293791492792, | |
| 4033.8816392795493 | |
| ], | |
| "size": [ | |
| 270, | |
| 50 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 78, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "link": 468 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_latent_audio", | |
| "properties": { | |
| "previousName": "latent_audio" | |
| }, | |
| "widgets_values": [ | |
| "latent_audio" | |
| ], | |
| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 210, | |
| "type": "GetNode", | |
| "pos": [ | |
| -135.9293791492792, | |
| 3638.717712400428 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 19, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 436 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 212, | |
| "type": "GetNode", | |
| "pos": [ | |
| 907.1296963317939, | |
| 4070.62709965816 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 20, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 438 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 160, | |
| "type": "LTXVImgToVideoInplace", | |
| "pos": [ | |
| 906.1872571798555, | |
| 3986.059758929985 | |
| ], | |
| "size": [ | |
| 270, | |
| 122 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 90, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 446 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 438 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 372 | |
| }, | |
| { | |
| "name": "bypass", | |
| "type": "BOOLEAN", | |
| "widget": { | |
| "name": "bypass" | |
| }, | |
| "link": 564 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 373 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LTXVImgToVideoInplace" | |
| }, | |
| "widgets_values": [ | |
| 1, | |
| false | |
| ] | |
| }, | |
| { | |
| "id": 118, | |
| "type": "LTXVLatentUpsampler", | |
| "pos": [ | |
| 907.1296963317939, | |
| 3859.6697640631146 | |
| ], | |
| "size": [ | |
| 270, | |
| 81.02629601803119 | |
| ], | |
| "flags": {}, | |
| "order": 86, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 374 | |
| }, | |
| { | |
| "name": "upscale_model", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "link": 470 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 447 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 372 | |
| ] | |
| } | |
| ], | |
| "title": "spatial", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LTXVLatentUpsampler", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 116, | |
| "type": "LTXVSeparateAVLatent", | |
| "pos": [ | |
| 909.1498983519958, | |
| 3760.612159170478 | |
| ], | |
| "size": [ | |
| 270, | |
| 46 | |
| ], | |
| "flags": {}, | |
| "order": 80, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "av_latent", | |
| "type": "LATENT", | |
| "link": 271 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 374 | |
| ] | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 475 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "LTXVSeparateAVLatent", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 292, | |
| "type": "INTConstant", | |
| "pos": [ | |
| -1553.1293586777795, | |
| 4823.538146739874 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 21, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 529 | |
| ] | |
| } | |
| ], | |
| "title": "WIDTH", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e", | |
| "Node name for S&R": "INTConstant" | |
| }, | |
| "widgets_values": [ | |
| 1280 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 293, | |
| "type": "INTConstant", | |
| "pos": [ | |
| -1316.9069516037086, | |
| 4824.905356124531 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 22, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 528 | |
| ] | |
| } | |
| ], | |
| "title": "HEIGHT", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e", | |
| "Node name for S&R": "INTConstant" | |
| }, | |
| "widgets_values": [ | |
| 736 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 234, | |
| "type": "SetNode", | |
| "pos": [ | |
| -999.0327326452298, | |
| 4600.849957400827 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 88, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 462 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_height_downsized", | |
| "properties": { | |
| "previousName": "height_downsized" | |
| }, | |
| "widgets_values": [ | |
| "height_downsized" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 164, | |
| "type": "ResizeImageMaskNode", | |
| "pos": [ | |
| -995.0151840154278, | |
| 4449.618759197539 | |
| ], | |
| "size": [ | |
| 227.35085861816015, | |
| 69 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 74, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "input", | |
| "type": "IMAGE,MASK", | |
| "link": 483 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "resized", | |
| "type": "IMAGE", | |
| "links": [ | |
| 355, | |
| 482 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "ResizeImageMaskNode" | |
| }, | |
| "widgets_values": [ | |
| "scale by multiplier", | |
| 0.5, | |
| "area" | |
| ] | |
| }, | |
| { | |
| "id": 248, | |
| "type": "SetNode", | |
| "pos": [ | |
| -1007.6849229537308, | |
| 4521.115976512038 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 83, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 482 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_resize_image", | |
| "properties": { | |
| "previousName": "resize_image" | |
| }, | |
| "widgets_values": [ | |
| "resize_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 233, | |
| "type": "SetNode", | |
| "pos": [ | |
| -998.5078519842093, | |
| 4568.285743105785 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 87, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 461 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_width_downsized", | |
| "properties": { | |
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| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
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| { | |
| "label": "Audio VAE", | |
| "name": "audio_vae", | |
| "type": "VAE", | |
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| "name": "Audio", | |
| "type": "AUDIO", | |
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| 416 | |
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| "secondTabText": "Send Back", | |
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| "name": "*", | |
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| "title": "Set_negative", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
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| "title": "Set_positive", | |
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| "previousName": "positive" | |
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| "color": "#38291f", | |
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| "title": "Get_fps", | |
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| "fps" | |
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| 287 | |
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| "secondTabText": "Send Back", | |
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| "color": "#422342", | |
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| 456 | |
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| { | |
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| "title": "Prompting LTX-2", | |
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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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| "bgcolor": "#000" | |
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| "id": 287, | |
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| 136 | |
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| "name": "variables.a", | |
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| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
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| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
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| { | |
| "name": "a", | |
| "shape": 7, | |
| "type": "*", | |
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| { | |
| "name": "b", | |
| "shape": 7, | |
| "type": "*", | |
| "link": 533 | |
| } | |
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| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 531 | |
| ] | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "17cddd4959f00182c66954be2a7a32a6481d81be", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "1+ 8*(round(a*b)/8)" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 291, | |
| "type": "INTConstant", | |
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| -1076.6131465721123, | |
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| 210, | |
| 58 | |
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| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 532 | |
| ] | |
| } | |
| ], | |
| "title": "LENGTH (in seconds)", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e", | |
| "Node name for S&R": "INTConstant" | |
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| "widgets_values": [ | |
| 10 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 326, | |
| "type": "MarkdownNote", | |
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| -2017.3500940770086, | |
| 4213.538480537678 | |
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| "size": [ | |
| 382.280702747692, | |
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| "flags": { | |
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| "order": 34, | |
| "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": 301, | |
| "type": "Power Lora Loader (rgthree)", | |
| "pos": [ | |
| -614.3105373371493, | |
| 3617.4318652722754 | |
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| "size": [ | |
| 386.66127530410665, | |
| 118 | |
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| "flags": {}, | |
| "order": 84, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "dir": 3, | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 615 | |
| }, | |
| { | |
| "dir": 3, | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "dir": 4, | |
| "name": "MODEL", | |
| "shape": 3, | |
| "type": "MODEL", | |
| "links": [ | |
| 590 | |
| ] | |
| }, | |
| { | |
| "dir": 4, | |
| "name": "CLIP", | |
| "shape": 3, | |
| "type": "CLIP", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "rgthree-comfy", | |
| "ver": "8ff50e4521881eca1fe26aec9615fc9362474931", | |
| "Show Strengths": "Single Strength" | |
| }, | |
| "widgets_values": [ | |
| {}, | |
| { | |
| "type": "PowerLoraLoaderHeaderWidget" | |
| }, | |
| {}, | |
| "" | |
| ], | |
| "color": "#008181", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 306, | |
| "type": "GetNode", | |
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| "order": 35, | |
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| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 610 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model_with_lora", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model_with_lora" | |
| ] | |
| }, | |
| { | |
| "id": 129, | |
| "type": "CFGGuider", | |
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| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 610 | |
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| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 460 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 459 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "GUIDER", | |
| "type": "GUIDER", | |
| "links": [ | |
| 505 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.64", | |
| "Node name for S&R": "CFGGuider", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 190, | |
| "type": "DualCLIPLoader", | |
| "pos": [ | |
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| "class_type": "CLIPTextEncode", | |
| "_meta": { | |
| "title": "CLIP Text Encode (Prompt)" | |
| } | |
| }, | |
| "8": { | |
| "inputs": { | |
| "sampler_name": "euler" | |
| }, | |
| "class_type": "KSamplerSelect", | |
| "_meta": { | |
| "title": "KSamplerSelect" | |
| } | |
| }, | |
| "9": { | |
| "inputs": { | |
| "steps": 20, | |
| "max_shift": 2.05, | |
| "base_shift": 0.95, | |
| "stretch": true, | |
| "terminal": 0.1, | |
| "latent": [ | |
| "28", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVScheduler", | |
| "_meta": { | |
| "title": "LTXVScheduler" | |
| } | |
| }, | |
| "11": { | |
| "inputs": { | |
| "noise_seed": 10 | |
| }, | |
| "class_type": "RandomNoise", | |
| "_meta": { | |
| "title": "RandomNoise" | |
| } | |
| }, | |
| "12": { | |
| "inputs": { | |
| "samples": [ | |
| "29", | |
| 0 | |
| ], | |
| "vae": [ | |
| "1", | |
| 2 | |
| ] | |
| }, | |
| "class_type": "VAEDecode", | |
| "_meta": { | |
| "title": "VAE Decode" | |
| } | |
| }, | |
| "13": { | |
| "inputs": { | |
| "ckpt_name": "ltx-av-step-1751000_vocoder_24K.safetensors" | |
| }, | |
| "class_type": "LTXVAudioVAELoader", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Audio VAE Loader" | |
| } | |
| }, | |
| "14": { | |
| "inputs": { | |
| "samples": [ | |
| "29", | |
| 1 | |
| ], | |
| "audio_vae": [ | |
| "13", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVAudioVAEDecode", | |
| "_meta": { | |
| "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 | |
| } |