Image-to-Video
LTX-2
GGUF
ltx-2
comfyui
comfy
ltx-video
ltx-2-3
ltxv
text-to-video
audio-to-video
video-to-video
Instructions to use qqceqqq/LTX-2.3-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX-2
How to use qqceqqq/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 --frozen
# Download the weights from this repo, plus the Gemma text encoder hf download qqceqqq/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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| "title": "WIDTH", | |
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| "title": "Get_positive", | |
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| "title": "Get_model", | |
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| "title": "Set_ref_video", | |
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| "title": "start audio at", | |
| "properties": { | |
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| "title": "Set_ref_image", | |
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| "properties": { | |
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| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
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| "widgets_values": [ | |
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| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 748 | |
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| } | |
| ], | |
| "title": "Get_ext_seconds", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ext_seconds" | |
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| }, | |
| { | |
| "id": 384, | |
| "type": "SimpleCalculatorKJ", | |
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| "type": "INT,FLOAT,BOOLEAN", | |
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| { | |
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| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
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| { | |
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| "shape": 7, | |
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| { | |
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| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
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| "title": "overlap in seconds", | |
| "properties": { | |
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| "pos": [ | |
| -755.895063343448, | |
| 3626.318336612239 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 112, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "link": 730 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_overlap_seconds", | |
| "properties": { | |
| "previousName": "overlap_seconds" | |
| }, | |
| "widgets_values": [ | |
| "overlap_seconds" | |
| ] | |
| }, | |
| { | |
| "id": 242, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1062.1035972772386, | |
| 3862.4023644137324 | |
| ], | |
| "size": [ | |
| 270, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 7, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "links": [ | |
| 468 | |
| ] | |
| } | |
| ], | |
| "title": "Get_upscale_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "upscale_model" | |
| ] | |
| }, | |
| { | |
| "id": 244, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1062.1035972772386, | |
| 3894.3004077098485 | |
| ], | |
| "size": [ | |
| 270, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 8, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 469 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 220, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1808.5956442403058, | |
| 3617.86442098721 | |
| ], | |
| "size": [ | |
| 400, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 9, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 444 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ] | |
| }, | |
| { | |
| "id": 392, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1752.5442177846428, | |
| 4143.076620626942 | |
| ], | |
| "size": [ | |
| 400, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 10, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "AUDIO", | |
| "type": "AUDIO", | |
| "links": [ | |
| 723 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_audio" | |
| ] | |
| }, | |
| { | |
| "id": 406, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2196.146255254849, | |
| 3567.3152301354626 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 11, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 751 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 326, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1779.94430907018, | |
| 4308.448282637051 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 12, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 739 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 223, | |
| "type": "GetNode", | |
| "pos": [ | |
| 158.8692877684516, | |
| 3629.3322939878926 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 13, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 447 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 357, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| 104.34975740373041, | |
| 3718.989305588117 | |
| ], | |
| "size": [ | |
| 210, | |
| 94 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 90, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 652 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 685 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 653, | |
| 654 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "title": "Ref + extend = end time", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a + b" | |
| ] | |
| }, | |
| { | |
| "id": 356, | |
| "type": "GetNode", | |
| "pos": [ | |
| 112.53332458249369, | |
| 3667.3878253790704 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 14, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 652 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ext_seconds", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ext_seconds" | |
| ] | |
| }, | |
| { | |
| "id": 361, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| 145.25324928393113, | |
| 3654.4081249502146 | |
| ], | |
| "size": [ | |
| 210, | |
| 94 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 72, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 747 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 659 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 660, | |
| 661, | |
| 685 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "title": "ref in seconds", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a / b" | |
| ] | |
| }, | |
| { | |
| "id": 404, | |
| "type": "GetNode", | |
| "pos": [ | |
| 86.74735270673406, | |
| 3666.6808252751316 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 15, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 747 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_frames" | |
| ] | |
| }, | |
| { | |
| "id": 362, | |
| "type": "GetNode", | |
| "pos": [ | |
| 157.75682690336075, | |
| 3684.510212092219 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 16, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 659 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 217, | |
| "type": "GetNode", | |
| "pos": [ | |
| -169.90080570773364, | |
| 3618.4760253330683 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 17, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 440 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ] | |
| }, | |
| { | |
| "id": 382, | |
| "type": "VHS_VideoInfo", | |
| "pos": [ | |
| -748.6996234635866, | |
| 3592.608190161707 | |
| ], | |
| "size": [ | |
| 234.931640625, | |
| 206 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 99, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "video_info", | |
| "type": "VHS_VIDEOINFO", | |
| "link": 707 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "source_fps🟨", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "source_frame_count🟨", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "source_duration🟨", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "source_width🟨", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "source_height🟨", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "loaded_fps🟦", | |
| "type": "FLOAT", | |
| "links": [ | |
| 710 | |
| ] | |
| }, | |
| { | |
| "name": "loaded_frame_count🟦", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "loaded_duration🟦", | |
| "type": "FLOAT", | |
| "links": [ | |
| 711 | |
| ] | |
| }, | |
| { | |
| "name": "loaded_width🟦", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "loaded_height🟦", | |
| "type": "INT", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-videohelpersuite", | |
| "ver": "993082e4f2473bf4acaf06f51e33877a7eb38960", | |
| "Node name for S&R": "VHS_VideoInfo" | |
| }, | |
| "widgets_values": {} | |
| }, | |
| { | |
| "id": 380, | |
| "type": "GetNode", | |
| "pos": [ | |
| -788.0576711109645, | |
| 3720.8201609221646 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 18, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 705, | |
| 709 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_frames" | |
| ] | |
| }, | |
| { | |
| "id": 292, | |
| "type": "GetNode", | |
| "pos": [ | |
| -459.34131330427795, | |
| 4164.385260187733 | |
| ], | |
| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 19, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 535 | |
| ] | |
| } | |
| ], | |
| "title": "Get_width", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "width" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 349, | |
| "type": "SetNode", | |
| "pos": [ | |
| -834.3573146063386, | |
| 4830.760225842746 | |
| ], | |
| "size": [ | |
| 210, | |
| 50 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 96, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 646 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_extended_frames", | |
| "properties": { | |
| "previousName": "extended_frames" | |
| }, | |
| "widgets_values": [ | |
| "extended_frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 211, | |
| "type": "INTConstant", | |
| "pos": [ | |
| -851.7869610561828, | |
| 4801.192160516905 | |
| ], | |
| "size": [ | |
| 212.562109375, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 20, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 643, | |
| 644 | |
| ] | |
| } | |
| ], | |
| "title": "EXTENSION (in seconds)", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "93a4fba44c1635a716dc262f157a7ded7d716f3a", | |
| "Node name for S&R": "INTConstant" | |
| }, | |
| "widgets_values": [ | |
| 10 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 440, | |
| "type": "GetImageRangeFromBatch", | |
| "pos": [ | |
| -506.89754510837236, | |
| 4343.245028473281 | |
| ], | |
| "size": [ | |
| 214.9546875, | |
| 102 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 109, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "shape": 7, | |
| "type": "IMAGE", | |
| "link": 801 | |
| }, | |
| { | |
| "name": "masks", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 802 | |
| ] | |
| }, | |
| { | |
| "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": 442, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1062.1035972772386, | |
| 4002.8704659154673 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 21, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 804 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ] | |
| }, | |
| { | |
| "id": 439, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1062.1035972772386, | |
| 4007.2310678667964 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 22, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 803 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ] | |
| }, | |
| { | |
| "id": 248, | |
| "type": "GetNode", | |
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| "title": "About Models", | |
| "properties": {}, | |
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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" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 394, | |
| "type": "TrimAudioDuration", | |
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| 4080.0749274426885 | |
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| 82 | |
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| { | |
| "name": "audio", | |
| "type": "AUDIO", | |
| "link": 789 | |
| }, | |
| { | |
| "name": "start_index", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "start_index" | |
| }, | |
| "link": 731 | |
| }, | |
| { | |
| "name": "duration", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "duration" | |
| }, | |
| "link": 749 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "AUDIO", | |
| "type": "AUDIO", | |
| "links": [ | |
| 727 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.12.3", | |
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| 0, | |
| 60 | |
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| }, | |
| { | |
| "id": 125, | |
| "type": "LTXVSeparateAVLatent", | |
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| }, | |
| "order": 134, | |
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| { | |
| "name": "av_latent", | |
| "type": "LATENT", | |
| "link": 534 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 302 | |
| ] | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 786 | |
| ] | |
| } | |
| ], | |
| "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 | |
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| "widgets_values": [] | |
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| "id": 219, | |
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| 58 | |
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| "order": 56, | |
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| "inputs": [], | |
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| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 787 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ] | |
| }, | |
| { | |
| "id": 425, | |
| "type": "LTXVAudioVAEDecode", | |
| "pos": [ | |
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| 3883.903802100351 | |
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| "size": [ | |
| 255.44796007191363, | |
| 76.78948709384076 | |
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| "order": 136, | |
| "mode": 0, | |
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| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 786 | |
| }, | |
| { | |
| "label": "Audio VAE", | |
| "name": "audio_vae", | |
| "type": "VAE", | |
| "link": 787 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "Audio", | |
| "type": "AUDIO", | |
| "links": [ | |
| 789 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.12.3", | |
| "Node name for S&R": "LTXVAudioVAEDecode" | |
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| "widgets_values": [] | |
| }, | |
| { | |
| "id": 127, | |
| "type": "VAEDecodeTiled", | |
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| 3669.7320680149996 | |
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| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 302 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 444 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 790, | |
| 813 | |
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| "ver": "0.7.0", | |
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| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 512, | |
| 64, | |
| 4096, | |
| 8 | |
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| }, | |
| { | |
| "id": 222, | |
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| "order": 57, | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 446 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 225, | |
| "type": "SetNode", | |
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| 4540.841204601107 | |
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| "size": [ | |
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| 58 | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 125, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 449 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_negative", | |
| "properties": { | |
| "previousName": "negative" | |
| }, | |
| "widgets_values": [ | |
| "negative" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 224, | |
| "type": "SetNode", | |
| "pos": [ | |
| 450.8658918642763, | |
| 4563.960584484619 | |
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| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
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| "order": 124, | |
| "mode": 0, | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 448 | |
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| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_positive", | |
| "properties": { | |
| "previousName": "positive" | |
| }, | |
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| "positive" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 107, | |
| "type": "LTXVConditioning", | |
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| 4502.408089209157 | |
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| "size": [ | |
| 270, | |
| 86.66666666666667 | |
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| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 286 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 287 | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
| }, | |
| "link": 446 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 448 | |
| ] | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 449 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.56", | |
| "Node name for S&R": "LTXVConditioning", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 24 | |
| ] | |
| }, | |
| { | |
| "id": 293, | |
| "type": "GetNode", | |
| "pos": [ | |
| -459.34131330427795, | |
| 4012.306949196637 | |
| ], | |
| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 58, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 536 | |
| ] | |
| } | |
| ], | |
| "title": "Get_height", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "height" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 121, | |
| "type": "CLIPTextEncode", | |
| "pos": [ | |
| -77.76861374716563, | |
| 4372.096691619592 | |
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| "size": [ | |
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| 296.38409576259573 | |
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| "flags": { | |
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| "order": 116, | |
| "mode": 0, | |
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| { | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": 437 | |
| }, | |
| { | |
| "name": "text", | |
| "type": "STRING", | |
| "widget": { | |
| "name": "text" | |
| }, | |
| "link": 842 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 286 | |
| ] | |
| } | |
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| "properties": { | |
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| "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": [ | |
| "= from prompt enhancer = " | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 215, | |
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| 4440.782062288719 | |
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| 58 | |
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| "flags": { | |
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| "order": 59, | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
| 437, | |
| 438 | |
| ] | |
| } | |
| ], | |
| "title": "Get_clip", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "clip" | |
| ], | |
| "color": "#c09430", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 305, | |
| "type": "INTConstant", | |
| "pos": [ | |
| 27.76811979629382, | |
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| 231.33702383205195, | |
| 58 | |
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| "flags": {}, | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 567 | |
| ] | |
| } | |
| ], | |
| "title": "INPUT REF. FRAMES", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "f91daf93293ab7fb28836159595a5b088c86313a", | |
| "Node name for S&R": "INTConstant" | |
| }, | |
| "widgets_values": [ | |
| 73 | |
| ], | |
| "color": "#008181", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 214, | |
| "type": "PrimitiveFloat", | |
| "pos": [ | |
| -627.5189322219545, | |
| 4797.244725236348 | |
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| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 61, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 436, | |
| 645 | |
| ] | |
| } | |
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| "title": "FPS", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.9.2", | |
| "Node name for S&R": "PrimitiveFloat" | |
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| "widgets_values": [ | |
| 24 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 490, | |
| "type": "GetImageRangeFromBatch", | |
| "pos": [ | |
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| 3970.748923035005 | |
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| "size": [ | |
| 263.54438553025045, | |
| 102 | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 105, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "shape": 7, | |
| "type": "IMAGE", | |
| "link": 845 | |
| }, | |
| { | |
| "name": "masks", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 846 | |
| ] | |
| }, | |
| { | |
| "name": "MASK", | |
| "type": "MASK", | |
| "links": null | |
| } | |
| ], | |
| "title": "FIRST FRAME", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "f91daf93293ab7fb28836159595a5b088c86313a", | |
| "Node name for S&R": "GetImageRangeFromBatch" | |
| }, | |
| "widgets_values": [ | |
| 0, | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 288, | |
| "type": "ImageResizeKJv2", | |
| "pos": [ | |
| -524.2202013583719, | |
| 3921.1010413023505 | |
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| "size": [ | |
| 249.5999999999999, | |
| 348 | |
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| "flags": {}, | |
| "order": 97, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 662 | |
| }, | |
| { | |
| "name": "mask", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": null | |
| }, | |
| { | |
| "name": "width", | |
| "type": "INT", | |
| "widget": { | |
| "name": "width" | |
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| "link": 535 | |
| }, | |
| { | |
| "name": "height", | |
| "type": "INT", | |
| "widget": { | |
| "name": "height" | |
| }, | |
| "link": 536 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 684, | |
| 688, | |
| 704, | |
| 845 | |
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| }, | |
| { | |
| "name": "width", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "height", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "mask", | |
| "type": "MASK", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "4dfb85dcc52e4315c33170d97bb987baa46d128b", | |
| "Node name for S&R": "ImageResizeKJv2" | |
| }, | |
| "widgets_values": [ | |
| 736, | |
| 1280, | |
| "nearest-exact", | |
| "crop", | |
| "0, 0, 0", | |
| "center", | |
| 32, | |
| "cpu" | |
| ] | |
| }, | |
| { | |
| "id": 470, | |
| "type": "MarkdownNote", | |
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| "size": [ | |
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| 88 | |
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| "flags": { | |
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| "order": 62, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Prompt Enhancer (Optional)", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "This automagically enhances your prompt using the already loaded Gemma model. But it can be a bit sensitive to having correct Gemma if using GGUF models. Alternatively you can bypass/disable this feature " | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 491, | |
| "type": "MarkdownNote", | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Reference Frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Set how many frames from the input video to use as guide reference. LTX official recommend a minimum 73 frames (around 3 seconds in 24fps), maximum 505 frames (around 21 seconds in 24fps). \n\nAlthough you can get decent results 1 second as well (ref frames = fps +1 )" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 489, | |
| "type": "GetNode", | |
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| "2", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "CLIPTextEncode", | |
| "_meta": { | |
| "title": "CLIP Text Encode (Prompt)" | |
| } | |
| }, | |
| "8": { | |
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| "sampler_name": "euler" | |
| }, | |
| "class_type": "KSamplerSelect", | |
| "_meta": { | |
| "title": "KSamplerSelect" | |
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| }, | |
| "9": { | |
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| "steps": 20, | |
| "max_shift": 2.05, | |
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| "stretch": true, | |
| "terminal": 0.1, | |
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| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVScheduler", | |
| "_meta": { | |
| "title": "LTXVScheduler" | |
| } | |
| }, | |
| "11": { | |
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| "noise_seed": 10 | |
| }, | |
| "class_type": "RandomNoise", | |
| "_meta": { | |
| "title": "RandomNoise" | |
| } | |
| }, | |
| "12": { | |
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| 0 | |
| ], | |
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| 2 | |
| ] | |
| }, | |
| "class_type": "VAEDecode", | |
| "_meta": { | |
| "title": "VAE Decode" | |
| } | |
| }, | |
| "13": { | |
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| "ckpt_name": "ltx-av-step-1751000_vocoder_24K.safetensors" | |
| }, | |
| "class_type": "LTXVAudioVAELoader", | |
| "_meta": { | |
| "title": "🅛🅣🅧 LTXV Audio VAE Loader" | |
| } | |
| }, | |
| "14": { | |
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| 1 | |
| ], | |
| "audio_vae": [ | |
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| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVAudioVAEDecode", | |
| "_meta": { | |
| "title": "🅛🅣🅧 LTXV Audio VAE Decode" | |
| } | |
| }, | |
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| "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": [ | |
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| 0 | |
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| "audio": [ | |
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| }, | |
| "class_type": "VHS_VideoCombine", | |
| "_meta": { | |
| "title": "Video Combine 🎥🅥🅗🅢" | |
| } | |
| }, | |
| "17": { | |
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| "negative": [ | |
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| }, | |
| "class_type": "MultimodalGuider", | |
| "_meta": { | |
| "title": "🅛🅣🅧 Multimodal Guider" | |
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| }, | |
| "18": { | |
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| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "🅛🅣🅧 Guider Parameters" | |
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| "19": { | |
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| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "🅛🅣🅧 Guider Parameters" | |
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| "audio": [ | |
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| 0 | |
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| }, | |
| "class_type": "PreviewAudio", | |
| "_meta": { | |
| "title": "PreviewAudio" | |
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| "class_type": "LTXVConditioning", | |
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| "title": "LTXVConditioning" | |
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| "23": { | |
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| "class_type": "FloatConstant", | |
| "_meta": { | |
| "title": "Float Constant" | |
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| "class_type": "LTXVEmptyLatentAudio", | |
| "_meta": { | |
| "title": "🅛🅣🅧 LTXV Empty Latent Audio" | |
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| "27": { | |
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| "class_type": "INTConstant", | |
| "_meta": { | |
| "title": "INT Constant" | |
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| "class_type": "LTXVConcatAVLatent", | |
| "_meta": { | |
| "title": "🅛🅣🅧 LTXV Concat AV Latent" | |
| } | |
| }, | |
| "29": { | |
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| "41", | |
| 0 | |
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| "class_type": "LTXVSeparateAVLatent", | |
| "_meta": { | |
| "title": "🅛🅣🅧 LTXV Separate AV Latent" | |
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| "41": { | |
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| 0 | |
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| "class_type": "SamplerCustomAdvanced", | |
| "_meta": { | |
| "title": "SamplerCustomAdvanced" | |
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| "42": { | |
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| "a": [ | |
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| "class_type": "CM_FloatToInt", | |
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| "43": { | |
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| "class_type": "EmptyLTXVLatentVideo", | |
| "_meta": { | |
| "title": "EmptyLTXVLatentVideo" | |
| } | |
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| "44": { | |
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| "disable_backup": false, | |
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| "class_type": "LTXVSequenceParallelMultiGPUPatcher", | |
| "_meta": { | |
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| "45": { | |
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| "_meta": { | |
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| }, | |
| "comfy_fork_version": "feature/av_inference@a6994ed1", | |
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| "VHS_latentpreviewrate": 0, | |
| "VHS_MetadataImage": false, | |
| "VHS_KeepIntermediate": false | |
| }, | |
| "version": 0.4 | |
| } |