Hugging Face's logo

RuneXX
/
LTX-2-Workflows

ltx
ltx-2
comfyui
comfy
GGUF
ltx-video
Model card Files
xet
 Community
27
LTX-2-Workflows / LTX-2 - I2V Talking Avatar (voice clone Qwen-TTS).json
RuneXX's picture
RuneXX
Rename LTX-2 - I2V Talking Avatar (Voice clone Qwen-TTS).json to LTX-2 - I2V Talking Avatar (voice clone Qwen-TTS).json
4458d45 verified
Raw
History Blame
121 kB
{
 "id": "e552c45b-43a1-48f6-bc85-97bd65091a71",
 "revision": 0,
 "last_node_id": 352,
 "last_link_id": 626,
 "nodes": [
 {
 "id": 138,
 "type": "KSamplerSelect",
 "pos": [
 1213.083564319788,
 4122.151562095055
 ],
 "size": [
 270,
 58
 ],
 "flags": {},
 "order": 0,
 "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": [
 "euler_ancestral"
 ]
 },
 {
 "id": 192,
 "type": "SetNode",
 "pos": [
 -1613.332807990547,
 4463.809381068141
 ],
 "size": [
 210,
 34
 ],
 "flags": {
 "collapsed": true
 },
 "order": 59,
 "mode": 0,
 "inputs": [
 {
 "name": "INT",
 "type": "INT",
 "link": 404
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_height",
 "properties": {
 "previousName": ""
 },
 "widgets_values": [
 "height"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 193,
 "type": "SetNode",
 "pos": [
 -1606.9292942520872,
 4365.507905026195
 ],
 "size": [
 210,
 34
 ],
 "flags": {
 "collapsed": true
 },
 "order": 60,
 "mode": 0,
 "inputs": [
 {
 "name": "INT",
 "type": "INT",
 "link": 405
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_width",
 "properties": {
 "previousName": ""
 },
 "widgets_values": [
 "width"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 188,
 "type": "SetNode",
 "pos": [
 -1399.5397616566195,
 4593.661675632289
 ],
 "size": [
 353.4794223223953,
 50
 ],
 "flags": {
 "collapsed": true
 },
 "order": 52,
 "mode": 0,
 "inputs": [
 {
 "name": "LATENT_UPSCALE_MODEL",
 "type": "LATENT_UPSCALE_MODEL",
 "link": 403
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_upscale_model",
 "properties": {
 "previousName": "upscale_model"
 },
 "widgets_values": [
 "upscale_model"
 ]
 },
 {
 "id": 213,
 "type": "SetNode",
 "pos": [
 -1400.0474683251075,
 4137.619721704046
 ],
 "size": [
 353.4794223223953,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 68,
 "mode": 0,
 "inputs": [
 {
 "name": "CLIP",
 "type": "CLIP",
 "link": 502
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_clip",
 "properties": {
 "previousName": "clip"
 },
 "widgets_values": [
 "clip"
 ],
 "color": "#c09430",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 189,
 "type": "LatentUpscaleModelLoader",
 "pos": [
 -1399.5397616566195,
 4538.249452860432
 ],
 "size": [
 353.4794223223953,
 73.19414812714422
 ],
 "flags": {},
 "order": 1,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "LATENT_UPSCALE_MODEL",
 "type": "LATENT_UPSCALE_MODEL",
 "links": [
 403
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "LatentUpscaleModelLoader",
 "models": [
 {
 "name": "ltx-2-spatial-upscaler-x2-1.0.safetensors",
 "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-spatial-upscaler-x2-1.0.safetensors",
 "directory": "latent_upscale_models"
 }
 ],
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 "ltx-2-spatial-upscaler-x2-1.0.safetensors"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 215,
 "type": "SetNode",
 "pos": [
 -1400.0474683251075,
 4276.124922381665
 ],
 "size": [
 353.4794223223953,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 69,
 "mode": 0,
 "inputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "link": 442
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_vae",
 "properties": {
 "previousName": "vae"
 },
 "widgets_values": [
 "vae"
 ],
 "color": "#af3535",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 216,
 "type": "SetNode",
 "pos": [
 -1399.5397616566195,
 4438.413666659173
 ],
 "size": [
 353.4794223223953,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 67,
 "mode": 0,
 "inputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "link": 443
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_vae_audio",
 "properties": {
 "previousName": "vae_audio"
 },
 "widgets_values": [
 "vae_audio"
 ],
 "color": "#af3535",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 214,
 "type": "GetNode",
 "pos": [
 -324.5520711700793,
 4163.54587826396
 ],
 "size": [
 411.9877187116757,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 2,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "CLIP",
 "type": "CLIP",
 "links": [
 440,
 441
 ]
 }
 ],
 "title": "Get_clip",
 "properties": {},
 "widgets_values": [
 "clip"
 ],
 "color": "#c09430",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 230,
 "type": "GetNode",
 "pos": [
 502.50232884328557,
 4252.027385728312
 ],
 "size": [
 309.509375,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 3,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "CONDITIONING",
 "type": "CONDITIONING",
 "links": [
 460
 ]
 }
 ],
 "title": "Get_positive",
 "properties": {},
 "widgets_values": [
 "positive"
 ],
 "color": "#38291f",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 218,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 4052.689500119373
 ],
 "size": [
 270,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 4,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "links": [
 445
 ]
 }
 ],
 "title": "Get_vae",
 "properties": {},
 "widgets_values": [
 "vae"
 ],
 "color": "#af3535",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 226,
 "type": "SetNode",
 "pos": [
 -268.028455846255,
 4383.745659371686
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 81,
 "mode": 0,
 "inputs": [
 {
 "name": "CONDITIONING",
 "type": "CONDITIONING",
 "link": 455
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_positive",
 "properties": {
 "previousName": "positive"
 },
 "widgets_values": [
 "positive"
 ],
 "color": "#38291f",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 227,
 "type": "SetNode",
 "pos": [
 -236.7091689449166,
 4393.483477224605
 ],
 "size": [
 210,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 82,
 "mode": 0,
 "inputs": [
 {
 "name": "CONDITIONING",
 "type": "CONDITIONING",
 "link": 456
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_negative",
 "properties": {
 "previousName": "negative"
 },
 "widgets_values": [
 "negative"
 ],
 "color": "#38291f",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 220,
 "type": "GetNode",
 "pos": [
 1572.7103093630058,
 3866.6287991962995
 ],
 "size": [
 257.2388542190106,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 5,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "links": [
 449
 ]
 }
 ],
 "title": "Get_vae",
 "properties": {},
 "widgets_values": [
 "vae"
 ],
 "color": "#af3535",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 221,
 "type": "GetNode",
 "pos": [
 1572.7103093630058,
 4080.7281301466664
 ],
 "size": [
 257.2388542190106,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 6,
 "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)"
 },
 {
 "id": 238,
 "type": "SetNode",
 "pos": [
 145.1796006705725,
 4453.955440182488
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 93,
 "mode": 0,
 "inputs": [
 {
 "name": "LATENT",
 "type": "LATENT",
 "link": 465
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_latent",
 "properties": {
 "previousName": "latent"
 },
 "widgets_values": [
 "latent"
 ],
 "color": "#422342",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 243,
 "type": "GetNode",
 "pos": [
 -929.2784183061708,
 4172.020383456052
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 7,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 472
 ]
 }
 ],
 "title": "Get_width",
 "properties": {},
 "widgets_values": [
 "width"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 244,
 "type": "GetNode",
 "pos": [
 -945.4740093268805,
 4226.971925535827
 ],
 "size": [
 210,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 8,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 473
 ]
 }
 ],
 "title": "Get_height",
 "properties": {},
 "widgets_values": [
 "height"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 209,
 "type": "SetNode",
 "pos": [
 -710.1446264397352,
 4178.886033804014
 ],
 "size": [
 243.6109375,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 86,
 "mode": 0,
 "inputs": [
 {
 "name": "IMAGE",
 "type": "IMAGE",
 "link": 481
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_ref_image",
 "properties": {
 "previousName": "ref_image"
 },
 "widgets_values": [
 "ref_image"
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 212,
 "type": "GetNode",
 "pos": [
 900.2608554172577,
 4089.4329517800716
 ],
 "size": [
 258.01976020894085,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 9,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "IMAGE",
 "type": "IMAGE",
 "links": [
 438
 ]
 }
 ],
 "title": "Get_compress_image",
 "properties": {},
 "widgets_values": [
 "compress_image"
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 211,
 "type": "SetNode",
 "pos": [
 145.1796006705725,
 3690.341439049388
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 72,
 "mode": 0,
 "inputs": [
 {
 "name": "IMAGE",
 "type": "IMAGE",
 "link": 437
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_compress_image",
 "properties": {
 "previousName": "compress_image"
 },
 "widgets_values": [
 "compress_image"
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 210,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 3690.5932732992387
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 10,
 "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": 248,
 "type": "SetNode",
 "pos": [
 -710.1446264397352,
 4313.127996448865
 ],
 "size": [
 243.6109375,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 88,
 "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": 164,
 "type": "ResizeImageMaskNode",
 "pos": [
 -710.1446264397352,
 4265.153429052901
 ],
 "size": [
 243.6109375,
 106
 ],
 "flags": {},
 "order": 79,
 "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": 250,
 "type": "MarkdownNote",
 "pos": [
 -1819.6402591267508,
 3663.878824449082
 ],
 "size": [
 380,
 140
 ],
 "flags": {
 "collapsed": false
 },
 "order": 11,
 "mode": 0,
 "inputs": [],
 "outputs": [],
 "title": "About Size",
 "properties": {},
 "widgets_values": [
 "Width & height settings must be divisible by 32 + 1. \nFrame count must be divisible by 8 + 1. \n\n\nRunning with invalid parameters **will not cause errors**. Instead, the flow will silently choose the closest valid parameters. \n\nBy default, we are using 720p resolution. You can try 1920*1088 if you have a powerful GPU."
 ],
 "color": "#222",
 "bgcolor": "#000"
 },
 {
 "id": 255,
 "type": "UNETLoader",
 "pos": [
 -1350.6431115346802,
 3469.5169313885385
 ],
 "size": [
 320.66467204536764,
 89.41528260002815
 ],
 "flags": {
 "collapsed": true
 },
 "order": 12,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": []
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.8.2",
 "Node name for S&R": "UNETLoader"
 },
 "widgets_values": [
 "LTXVideo\\v2\\ltx-2-19b-distilled-fp8_transformer_only.safetensors",
 "default"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 277,
 "type": "SetNode",
 "pos": [
 -1604.547846922648,
 4608.397983333964
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 58,
 "mode": 0,
 "inputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "link": 503
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_fps",
 "properties": {
 "previousName": "fps"
 },
 "widgets_values": [
 "fps"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 306,
 "type": "GetNode",
 "pos": [
 -226.8051422688735,
 5100.4873341310695
 ],
 "size": [
 270,
 34
 ],
 "flags": {
 "collapsed": true
 },
 "order": 13,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "links": [
 530
 ]
 }
 ],
 "title": "Get_vae_audio",
 "properties": {
 "ue_properties": {
 "widget_ue_connectable": {},
 "version": "7.5.2",
 "input_ue_unconnectable": {}
 }
 },
 "widgets_values": [
 "vae_audio"
 ],
 "color": "#af3535",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 287,
 "type": "MelBandRoFormerSampler",
 "pos": [
 -1367.6255368168004,
 5144.02701588789
 ],
 "size": [
 273.2036788574227,
 46
 ],
 "flags": {},
 "order": 73,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MELROFORMERMODEL",
 "link": 516
 },
 {
 "name": "audio",
 "type": "AUDIO",
 "link": 517
 }
 ],
 "outputs": [
 {
 "name": "vocals",
 "type": "AUDIO",
 "links": [
 621
 ]
 },
 {
 "name": "instruments",
 "type": "AUDIO",
 "links": null
 }
 ],
 "properties": {
 "cnr_id": "ComfyUI-MelBandRoFormer",
 "ver": "260cb03c4da37aaf20ef3ab5ad5805e1e0eafd38",
 "Node name for S&R": "MelBandRoFormerSampler"
 },
 "widgets_values": []
 },
 {
 "id": 288,
 "type": "MelBandRoFormerModelLoader",
 "pos": [
 -1367.6255368168004,
 5249.447316984618
 ],
 "size": [
 273.2036788574227,
 62.14673226853097
 ],
 "flags": {},
 "order": 14,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "model",
 "type": "MELROFORMERMODEL",
 "links": [
 516
 ]
 }
 ],
 "properties": {
 "cnr_id": "ComfyUI-MelBandRoFormer",
 "ver": "260cb03c4da37aaf20ef3ab5ad5805e1e0eafd38",
 "Node name for S&R": "MelBandRoFormerModelLoader"
 },
 "widgets_values": [
 "MelBandRoformer\\MelBandRoformer_fp16.safetensors"
 ],
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 303,
 "type": "GetNode",
 "pos": [
 180.54104689549567,
 5105.717194904434
 ],
 "size": [
 270,
 34
 ],
 "flags": {
 "collapsed": true
 },
 "order": 15,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 531
 ]
 }
 ],
 "title": "Get_width",
 "properties": {},
 "widgets_values": [
 "width"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 302,
 "type": "GetNode",
 "pos": [
 178.70449960440294,
 5163.54323914102
 ],
 "size": [
 270,
 34
 ],
 "flags": {
 "collapsed": true
 },
 "order": 16,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 532
 ]
 }
 ],
 "title": "Get_height",
 "properties": {},
 "widgets_values": [
 "height"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 304,
 "type": "SetLatentNoiseMask",
 "pos": [
 -228.64168955996627,
 5161.049785410068
 ],
 "size": [
 270,
 46
 ],
 "flags": {},
 "order": 100,
 "mode": 0,
 "inputs": [
 {
 "name": "samples",
 "type": "LATENT",
 "link": 527
 },
 {
 "name": "mask",
 "type": "MASK",
 "link": 528
 }
 ],
 "outputs": [
 {
 "name": "LATENT",
 "type": "LATENT",
 "links": [
 529
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "SetLatentNoiseMask",
 "ue_properties": {
 "widget_ue_connectable": {},
 "version": "7.5.2",
 "input_ue_unconnectable": {}
 }
 },
 "widgets_values": []
 },
 {
 "id": 305,
 "type": "SetNode",
 "pos": [
 101.56951337850805,
 5214.258102926472
 ],
 "size": [
 270,
 50
 ],
 "flags": {
 "collapsed": true
 },
 "order": 103,
 "mode": 0,
 "inputs": [
 {
 "name": "LATENT",
 "type": "LATENT",
 "link": 529
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_latent_custom_audio",
 "properties": {
 "previousName": "latent_custom_audio"
 },
 "widgets_values": [
 "latent_custom_audio"
 ],
 "color": "#422342",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 223,
 "type": "SetNode",
 "pos": [
 -976.2682487495324,
 3461.088591267046
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 96,
 "mode": 0,
 "inputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "link": 561
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_model",
 "properties": {
 "previousName": "model"
 },
 "widgets_values": [
 "model"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 307,
 "type": "LTXVAudioVAEEncode",
 "pos": [
 -226.8051422688735,
 5057.323600282288
 ],
 "size": [
 270,
 58.01664226661978
 ],
 "flags": {},
 "order": 97,
 "mode": 0,
 "inputs": [
 {
 "name": "audio",
 "type": "AUDIO",
 "link": 589
 },
 {
 "label": "Audio VAE",
 "name": "audio_vae",
 "type": "VAE",
 "link": 530
 }
 ],
 "outputs": [
 {
 "name": "Audio Latent",
 "type": "LATENT",
 "links": [
 527
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "LTXVAudioVAEEncode",
 "ue_properties": {
 "widget_ue_connectable": {},
 "version": "7.5.2",
 "input_ue_unconnectable": {}
 }
 },
 "widgets_values": []
 },
 {
 "id": 308,
 "type": "SolidMask",
 "pos": [
 86.14163852199593,
 5065.303584243301
 ],
 "size": [
 270,
 106
 ],
 "flags": {
 "collapsed": false
 },
 "order": 56,
 "mode": 0,
 "inputs": [
 {
 "name": "width",
 "type": "INT",
 "widget": {
 "name": "width"
 },
 "link": 531
 },
 {
 "name": "height",
 "type": "INT",
 "widget": {
 "name": "height"
 },
 "link": 532
 }
 ],
 "outputs": [
 {
 "name": "MASK",
 "type": "MASK",
 "links": [
 528
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "SolidMask",
 "ue_properties": {
 "widget_ue_connectable": {
 "width": true,
 "height": true
 },
 "version": "7.5.2",
 "input_ue_unconnectable": {}
 }
 },
 "widgets_values": [
 0,
 512,
 512
 ]
 },
 {
 "id": 134,
 "type": "LoraLoaderModelOnly",
 "pos": [
 -1399.5397616566195,
 3695.1234475345896
 ],
 "size": [
 353.4794223223953,
 82
 ],
 "flags": {},
 "order": 70,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 485
 }
 ],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 559
 ]
 }
 ],
 "title": "Distill Lora (ONLY if you use DEV model)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.75",
 "Node name for S&R": "LoraLoaderModelOnly",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65,
 "models": [
 {
 "name": "ltx-2-19b-distilled-lora-384.safetensors",
 "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-distilled-lora-384.safetensors",
 "directory": "loras"
 }
 ]
 },
 "widgets_values": [
 "LTX\\v2\\ltx-2-19b-distilled-lora_resized_dynamic_fro09_avg_rank_175_bf16.safetensors",
 0.6
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 331,
 "type": "GetNode",
 "pos": [
 1994.3242664451116,
 3618.7084939298893
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 17,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": [
 571
 ]
 }
 ],
 "title": "Get_fps",
 "properties": {},
 "widgets_values": [
 "fps"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 140,
 "type": "VHS_VideoCombine",
 "pos": [
 1902.2494670507676,
 3562.637220967276
 ],
 "size": [
 428.93536142567245,
 572.9144487841198
 ],
 "flags": {},
 "order": 111,
 "mode": 0,
 "inputs": [
 {
 "name": "images",
 "type": "IMAGE",
 "link": 313
 },
 {
 "name": "audio",
 "shape": 7,
 "type": "AUDIO",
 "link": 558
 },
 {
 "name": "meta_batch",
 "shape": 7,
 "type": "VHS_BatchManager",
 "link": null
 },
 {
 "name": "vae",
 "shape": 7,
 "type": "VAE",
 "link": null
 },
 {
 "name": "frame_rate",
 "type": "FLOAT",
 "widget": {
 "name": "frame_rate"
 },
 "link": 571
 }
 ],
 "outputs": [
 {
 "name": "Filenames",
 "type": "VHS_FILENAMES",
 "links": null
 }
 ],
 "properties": {
 "cnr_id": "comfyui-videohelpersuite",
 "ver": "8923bd836bdab8b7bbdf4ed104b7d045e70c66e2",
 "Node name for S&R": "VHS_VideoCombine"
 },
 "widgets_values": {
 "frame_rate": 25,
 "loop_count": 0,
 "filename_prefix": "LTX-2",
 "format": "video/h264-mp4",
 "pix_fmt": "yuv420p",
 "crf": 19,
 "save_metadata": true,
 "trim_to_audio": false,
 "pingpong": false,
 "save_output": true,
 "videopreview": {
 "hidden": false,
 "paused": false,
 "params": {
 "filename": "LTX-2_00472-audio.mp4",
 "subfolder": "",
 "type": "output",
 "format": "video/h264-mp4",
 "frame_rate": 24,
 "workflow": "LTX-2_00472.png",
 "fullpath": "E:\\AI\\ComfyUI\\output\\LTX-2_00472-audio.mp4"
 }
 }
 }
 },
 {
 "id": 347,
 "type": "SetNode",
 "pos": [
 195.47126071424185,
 4921.099708082569
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 105,
 "mode": 0,
 "inputs": [
 {
 "name": "INT",
 "type": "INT",
 "link": 612
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_frames",
 "properties": {
 "previousName": "frames"
 },
 "widgets_values": [
 "frames"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 338,
 "type": "easy showAnything",
 "pos": [
 152.77490580842073,
 4791.769884447699
 ],
 "size": [
 210,
 88
 ],
 "flags": {
 "collapsed": false
 },
 "order": 104,
 "mode": 0,
 "inputs": [
 {
 "name": "anything",
 "shape": 7,
 "type": "*",
 "link": 577
 }
 ],
 "outputs": [
 {
 "name": "output",
 "type": "*",
 "links": []
 }
 ],
 "title": "FRAMES",
 "properties": {
 "cnr_id": "comfyui-easy-use",
 "ver": "b5e31ef12ad9d0b187b545c2707735cc7d581c52",
 "Node name for S&R": "easy showAnything"
 },
 "widgets_values": [
 "265"
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 334,
 "type": "Audio Duration (mtb)",
 "pos": [
 -265.3665833744941,
 4847.474699255492
 ],
 "size": [
 177.6919921875,
 26
 ],
 "flags": {
 "collapsed": true
 },
 "order": 98,
 "mode": 0,
 "inputs": [
 {
 "name": "audio",
 "type": "AUDIO",
 "link": 603
 }
 ],
 "outputs": [
 {
 "name": "duration_ms",
 "type": "INT",
 "links": [
 580
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-mtb",
 "ver": "00fbad37c52ec71c7923b50e019eec29c441ae12",
 "Node name for S&R": "Audio Duration (mtb)"
 },
 "widgets_values": []
 },
 {
 "id": 343,
 "type": "GetNode",
 "pos": [
 -246.30781439726636,
 4897.46540356379
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 18,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": [
 584
 ]
 }
 ],
 "title": "Get_fps",
 "properties": {},
 "widgets_values": [
 "fps"
 ]
 },
 {
 "id": 322,
 "type": "VRAM_Debug",
 "pos": [
 -262.91190568594607,
 4789.761148297314
 ],
 "size": [
 305.431640625,
 186
 ],
 "flags": {
 "collapsed": true
 },
 "order": 91,
 "mode": 0,
 "inputs": [
 {
 "name": "any_input",
 "shape": 7,
 "type": "*",
 "link": 624
 },
 {
 "name": "image_pass",
 "shape": 7,
 "type": "IMAGE",
 "link": null
 },
 {
 "name": "model_pass",
 "shape": 7,
 "type": "MODEL",
 "link": null
 }
 ],
 "outputs": [
 {
 "name": "any_output",
 "type": "*",
 "links": [
 589,
 603
 ]
 },
 {
 "name": "image_pass",
 "type": "IMAGE",
 "links": null
 },
 {
 "name": "model_pass",
 "type": "MODEL",
 "links": null
 },
 {
 "label": "22,105,966,418 freemem_before",
 "name": "freemem_before",
 "type": "INT",
 "links": null
 },
 {
 "label": "22,105,966,418 freemem_after",
 "name": "freemem_after",
 "type": "INT",
 "links": null
 }
 ],
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "71578cf49e48978cf1c6714494b669b1e571777b",
 "Node name for S&R": "VRAM_Debug"
 },
 "widgets_values": [
 true,
 true,
 true
 ]
 },
 {
 "id": 190,
 "type": "DualCLIPLoader",
 "pos": [
 -1377.5572584944755,
 3421.3332870071936
 ],
 "size": [
 325.8044018136112,
 130
 ],
 "flags": {
 "collapsed": true
 },
 "order": 19,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "CLIP",
 "type": "CLIP",
 "links": []
 }
 ],
 "title": "CLIPLoader (Gemma + LTX Embeddings)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.8.2",
 "Node name for S&R": "DualCLIPLoader"
 },
 "widgets_values": [
 "gemma_3_12B_it_fp8_scaled.safetensors",
 "ltx-2-19b-embeddings_connector_distill_bf16.safetensors",
 "ltxv",
 "default"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 233,
 "type": "SetNode",
 "pos": [
 -710.1446264397352,
 4518.492162122643
 ],
 "size": [
 243.6109375,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 94,
 "mode": 0,
 "inputs": [
 {
 "name": "INT",
 "type": "INT",
 "link": 461
 }
 ],
 "outputs": [
 {
 "name": "*",
 "type": "*",
 "links": null
 }
 ],
 "title": "Set_width_downsized",
 "properties": {
 "previousName": "width_downsized"
 },
 "widgets_values": [
 "width_downsized"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 234,
 "type": "SetNode",
 "pos": [
 -710.1446264397352,
 4563.598600581282
 ],
 "size": [
 243.6109375,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 95,
 "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": 231,
 "type": "GetNode",
 "pos": [
 502.50232884328557,
 4257.689448855569
 ],
 "size": [
 309.509375,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 20,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "CONDITIONING",
 "type": "CONDITIONING",
 "links": [
 459
 ]
 }
 ],
 "title": "Get_negative",
 "properties": {},
 "widgets_values": [
 "negative"
 ],
 "color": "#38291f",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 336,
 "type": "SimpleCalculatorKJ",
 "pos": [
 -53.12721890340253,
 4845.1351943877335
 ],
 "size": [
 210,
 108
 ],
 "flags": {
 "collapsed": true
 },
 "order": 101,
 "mode": 0,
 "inputs": [
 {
 "name": "a",
 "shape": 7,
 "type": "*",
 "link": 580
 },
 {
 "name": "b",
 "shape": 7,
 "type": "*",
 "link": 584
 }
 ],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": []
 },
 {
 "name": "INT",
 "type": "INT",
 "links": [
 577,
 612
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "71578cf49e48978cf1c6714494b669b1e571777b",
 "Node name for S&R": "SimpleCalculatorKJ"
 },
 "widgets_values": [
 "b * (round(a / 1000) / 8 * 8 ) + 1 "
 ]
 },
 {
 "id": 246,
 "type": "ResizeImagesByLongerEdge",
 "pos": [
 -710.1446264397352,
 4142.718931838974
 ],
 "size": [
 243.6109375,
 58
 ],
 "flags": {
 "collapsed": false
 },
 "order": 78,
 "mode": 0,
 "inputs": [
 {
 "name": "images",
 "type": "IMAGE",
 "link": 479
 }
 ],
 "outputs": [
 {
 "name": "images",
 "type": "IMAGE",
 "links": [
 481
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.5.1",
 "Node name for S&R": "ResizeImagesByLongerEdge"
 },
 "widgets_values": [
 1536
 ]
 },
 {
 "id": 296,
 "type": "PreviewAudio",
 "pos": [
 -679.2233914424995,
 5100.718730846741
 ],
 "size": [
 340,
 88
 ],
 "flags": {},
 "order": 90,
 "mode": 0,
 "inputs": [
 {
 "label": "audio",
 "name": "audio",
 "type": "AUDIO",
 "link": 623
 },
 {
 "label": "audioUI",
 "name": "audioUI",
 "type": "AUDIO_UI",
 "widget": {
 "name": "audioUI"
 },
 "link": null
 }
 ],
 "outputs": [],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.8.2",
 "Node name for S&R": "PreviewAudio",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65,
 "ue_properties": {
 "widget_ue_connectable": {
 "audioUI": true
 }
 }
 },
 "widgets_values": []
 },
 {
 "id": 292,
 "type": "PrimitiveStringMultiline",
 "pos": [
 -1042.553982009748,
 5005.487306419468
 ],
 "size": [
 331.5789175692396,
 88
 ],
 "flags": {},
 "order": 21,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "STRING",
 "type": "STRING",
 "links": [
 619
 ]
 }
 ],
 "title": "Refference transcribe (optional)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.10.0",
 "Node name for S&R": "PrimitiveStringMultiline"
 },
 "widgets_values": [
 ""
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 284,
 "type": "GetNode",
 "pos": [
 -223.7219354315356,
 4381.259614979212
 ],
 "size": [
 210,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 22,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": [
 513
 ]
 }
 ],
 "title": "Get_fps",
 "properties": {},
 "widgets_values": [
 "fps"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 107,
 "type": "LTXVConditioning",
 "pos": [
 -302.77190852343927,
 4352.281703235503
 ],
 "size": [
 270,
 86.66666666666667
 ],
 "flags": {},
 "order": 71,
 "mode": 0,
 "inputs": [
 {
 "name": "positive",
 "type": "CONDITIONING",
 "link": 286
 },
 {
 "name": "negative",
 "type": "CONDITIONING",
 "link": 287
 },
 {
 "name": "frame_rate",
 "type": "FLOAT",
 "widget": {
 "name": "frame_rate"
 },
 "link": 513
 }
 ],
 "outputs": [
 {
 "name": "positive",
 "type": "CONDITIONING",
 "links": [
 455
 ]
 },
 {
 "name": "negative",
 "type": "CONDITIONING",
 "links": [
 456
 ]
 }
 ],
 "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": [
 25
 ]
 },
 {
 "id": 110,
 "type": "CLIPTextEncode",
 "pos": [
 -374.22269987828537,
 4105.203647963599
 ],
 "size": [
 411.9877187116757,
 176.42403565656787
 ],
 "flags": {},
 "order": 54,
 "mode": 0,
 "inputs": [
 {
 "name": "clip",
 "type": "CLIP",
 "link": 441
 }
 ],
 "outputs": [
 {
 "name": "CONDITIONING",
 "type": "CONDITIONING",
 "links": [
 287
 ]
 }
 ],
 "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": [
 ""
 ],
 "color": "#422342",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 270,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 4452.516918128479
 ],
 "size": [
 270,
 50
 ],
 "flags": {
 "collapsed": true
 },
 "order": 23,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "LATENT",
 "type": "LATENT",
 "links": [
 557
 ]
 }
 ],
 "title": "Get_latent_custom_audio",
 "properties": {},
 "widgets_values": [
 "latent_custom_audio"
 ],
 "color": "#422342",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 109,
 "type": "LTXVConcatAVLatent",
 "pos": [
 145.1796006705725,
 4422.351698656933
 ],
 "size": [
 270,
 46
 ],
 "flags": {},
 "order": 85,
 "mode": 0,
 "inputs": [
 {
 "name": "video_latent",
 "type": "LATENT",
 "link": 363
 },
 {
 "name": "audio_latent",
 "type": "LATENT",
 "link": 557
 }
 ],
 "outputs": [
 {
 "name": "latent",
 "type": "LATENT",
 "links": [
 465
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "LTXVConcatAVLatent",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": []
 },
 {
 "id": 117,
 "type": "LTXVConcatAVLatent",
 "pos": [
 900.2608554172577,
 4181.223819279059
 ],
 "size": [
 258.01976020894085,
 46
 ],
 "flags": {},
 "order": 106,
 "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": 219,
 "type": "GetNode",
 "pos": [
 900.2608554172577,
 4018.7861444410337
 ],
 "size": [
 258.01976020894085,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 24,
 "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)"
 },
 {
 "id": 229,
 "type": "GetNode",
 "pos": [
 1213.083564319788,
 4271.130500854389
 ],
 "size": [
 270,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 25,
 "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": 290,
 "type": "LoadAudio",
 "pos": [
 -1384.8106695518677,
 4777.095367635891
 ],
 "size": [
 307.6315953369183,
 136
 ],
 "flags": {},
 "order": 26,
 "mode": 0,
 "inputs": [
 {
 "label": "audio",
 "name": "audio",
 "type": "COMBO",
 "widget": {
 "name": "audio"
 },
 "link": null
 },
 {
 "label": "audioUI",
 "name": "audioUI",
 "type": "AUDIO_UI",
 "widget": {
 "name": "audioUI"
 },
 "link": null
 },
 {
 "label": "upload",
 "name": "upload",
 "type": "AUDIOUPLOAD",
 "widget": {
 "name": "upload"
 },
 "link": null
 }
 ],
 "outputs": [
 {
 "label": "AUDIO",
 "name": "AUDIO",
 "type": "AUDIO",
 "links": [
 518
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.8.2",
 "Node name for S&R": "LoadAudio",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65,
 "ue_properties": {
 "widget_ue_connectable": {
 "audio": true,
 "audioUI": true,
 "upload": true
 }
 }
 },
 "widgets_values": [
 "David_Attenborough CC3.wav",
 null,
 null
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 289,
 "type": "TrimAudioDuration",
 "pos": [
 -1384.8106695518677,
 4961.23294147228
 ],
 "size": [
 307.6315953369183,
 83.14035137384599
 ],
 "flags": {},
 "order": 57,
 "mode": 0,
 "inputs": [
 {
 "name": "audio",
 "type": "AUDIO",
 "link": 518
 }
 ],
 "outputs": [
 {
 "name": "AUDIO",
 "type": "AUDIO",
 "links": [
 517
 ]
 }
 ],
 "title": "Trim Audio (duration 5-15 seconds)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.10.0",
 "Node name for S&R": "TrimAudioDuration"
 },
 "widgets_values": [
 0,
 15
 ]
 },
 {
 "id": 276,
 "type": "PrimitiveFloat",
 "pos": [
 -1658.913678078077,
 4563.409947091739
 ],
 "size": [
 210.11655952293995,
 73.68133072539695
 ],
 "flags": {},
 "order": 27,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": [
 503
 ]
 }
 ],
 "title": "FPS",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.9.2",
 "Node name for S&R": "PrimitiveFloat"
 },
 "widgets_values": [
 24
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 251,
 "type": "MarkdownNote",
 "pos": [
 -1819.2016646221339,
 3519.4927944752612
 ],
 "size": [
 382.280702747692,
 89.8245395507779
 ],
 "flags": {
 "collapsed": false
 },
 "order": 28,
 "mode": 0,
 "inputs": [],
 "outputs": [],
 "title": "About Models",
 "properties": {},
 "widgets_values": [
 "Download models from here:\n\nhttps://huggingface.co/Kijai/LTXV2_comfy\nhttps://huggingface.co/unsloth/gemma-3-12b-it-GGUF\nhttps://github.com/1038lab/ComfyUI-QwenTTS"
 ],
 "color": "#222",
 "bgcolor": "#000"
 },
 {
 "id": 195,
 "type": "INTConstant",
 "pos": [
 -1660.0228159231988,
 4453.716548743313
 ],
 "size": [
 210,
 58
 ],
 "flags": {
 "collapsed": false
 },
 "order": 29,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "value",
 "type": "INT",
 "links": [
 404
 ]
 }
 ],
 "title": "HEIGHT",
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e",
 "Node name for S&R": "INTConstant"
 },
 "widgets_values": [
 720
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 194,
 "type": "INTConstant",
 "pos": [
 -1662.656573053902,
 4341.631678263038
 ],
 "size": [
 210,
 58
 ],
 "flags": {
 "collapsed": false
 },
 "order": 30,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "value",
 "type": "INT",
 "links": [
 405
 ]
 }
 ],
 "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": 239,
 "type": "GetNode",
 "pos": [
 502.50232884328557,
 4458.1247103030355
 ],
 "size": [
 309.509375,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 31,
 "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)"
 },
 {
 "id": 225,
 "type": "GetNode",
 "pos": [
 502.50232884328557,
 3990.3227379190726
 ],
 "size": [
 309.509375,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 32,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 617
 ]
 }
 ],
 "title": "Get_model",
 "properties": {},
 "widgets_values": [
 "model"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 137,
 "type": "KSamplerSelect",
 "pos": [
 502.50232884328557,
 3851.960131401487
 ],
 "size": [
 309.509375,
 68.88020833333334
 ],
 "flags": {},
 "order": 33,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "SAMPLER",
 "type": "SAMPLER",
 "links": [
 261
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.56",
 "Node name for S&R": "KSamplerSelect",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 "euler_ancestral"
 ]
 },
 {
 "id": 100,
 "type": "ManualSigmas",
 "pos": [
 1213.083564319788,
 3871.284162596973
 ],
 "size": [
 270,
 58
 ],
 "flags": {},
 "order": 34,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "SIGMAS",
 "type": "SIGMAS",
 "links": [
 275
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.5.1",
 "Node name for S&R": "ManualSigmas",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 "0.909375, 0.725, 0.421875, 0.0"
 ]
 },
 {
 "id": 206,
 "type": "LTXVScheduler",
 "pos": [
 502.50232884328557,
 4411.210712435993
 ],
 "size": [
 309.509375,
 171.71352573079776
 ],
 "flags": {},
 "order": 61,
 "mode": 0,
 "inputs": [
 {
 "name": "latent",
 "shape": 7,
 "type": "LATENT",
 "link": 466
 }
 ],
 "outputs": [
 {
 "name": "SIGMAS",
 "type": "SIGMAS",
 "links": [
 477
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.56",
 "Node name for S&R": "LTXVScheduler",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 8,
 2.05,
 0.95,
 true,
 0.1
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 129,
 "type": "CFGGuider",
 "pos": [
 502.50232884328557,
 4252.6024574818375
 ],
 "size": [
 309.509375,
 104.99707822021871
 ],
 "flags": {},
 "order": 74,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 618
 },
 {
 "name": "positive",
 "type": "CONDITIONING",
 "link": 460
 },
 {
 "name": "negative",
 "type": "CONDITIONING",
 "link": 459
 }
 ],
 "outputs": [
 {
 "name": "GUIDER",
 "type": "GUIDER",
 "links": [
 260
 ]
 }
 ],
 "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
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 115,
 "type": "RandomNoise",
 "pos": [
 502.50232884328557,
 4107.17135983562
 ],
 "size": [
 309.509375,
 82
 ],
 "flags": {},
 "order": 35,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "NOISE",
 "type": "NOISE",
 "links": [
 259
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.56",
 "Node name for S&R": "RandomNoise",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 407575486937803,
 "randomize"
 ],
 "color": "#006691",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 351,
 "type": "LTX2AudioLatentNormalizingSampling",
 "pos": [
 502.50232884328557,
 3989.1974408203973
 ],
 "size": [
 309.509375,
 58
 ],
 "flags": {},
 "order": 62,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 617
 }
 ],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 618
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "71578cf49e48978cf1c6714494b669b1e571777b",
 "Node name for S&R": "LTX2AudioLatentNormalizingSampling"
 },
 "widgets_values": [
 "1,1,0.25,1,1,0.25,1,1"
 ]
 },
 {
 "id": 113,
 "type": "SamplerCustomAdvanced",
 "pos": [
 502.50232884328557,
 3677.8388457102033
 ],
 "size": [
 309.509375,
 106
 ],
 "flags": {},
 "order": 84,
 "mode": 0,
 "inputs": [
 {
 "name": "noise",
 "type": "NOISE",
 "link": 259
 },
 {
 "name": "guider",
 "type": "GUIDER",
 "link": 260
 },
 {
 "name": "sampler",
 "type": "SAMPLER",
 "link": 261
 },
 {
 "name": "sigmas",
 "type": "SIGMAS",
 "link": 477
 },
 {
 "name": "latent_image",
 "type": "LATENT",
 "link": 467
 }
 ],
 "outputs": [
 {
 "name": "output",
 "type": "LATENT",
 "links": [
 271
 ]
 },
 {
 "name": "denoised_output",
 "type": "LATENT",
 "links": []
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.60",
 "Node name for S&R": "SamplerCustomAdvanced",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": []
 },
 {
 "id": 161,
 "type": "LTXVImgToVideoInplace",
 "pos": [
 145.1796006705725,
 4011.318941644735
 ],
 "size": [
 270,
 122
 ],
 "flags": {},
 "order": 76,
 "mode": 0,
 "inputs": [
 {
 "name": "vae",
 "type": "VAE",
 "link": 445
 },
 {
 "name": "image",
 "type": "IMAGE",
 "link": 353
 },
 {
 "name": "latent",
 "type": "LATENT",
 "link": 610
 }
 ],
 "outputs": [
 {
 "name": "latent",
 "type": "LATENT",
 "links": [
 363
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "LTXVImgToVideoInplace"
 },
 "widgets_values": [
 1,
 false
 ]
 },
 {
 "id": 163,
 "type": "GetImageSize",
 "pos": [
 -710.1446264397352,
 4439.544399107989
 ],
 "size": [
 243.6109375,
 143.52631906738316
 ],
 "flags": {},
 "order": 87,
 "mode": 0,
 "inputs": [
 {
 "name": "image",
 "type": "IMAGE",
 "link": 355
 }
 ],
 "outputs": [
 {
 "name": "width",
 "type": "INT",
 "links": [
 461
 ]
 },
 {
 "name": "height",
 "type": "INT",
 "links": [
 462
 ]
 },
 {
 "name": "batch_size",
 "type": "INT",
 "links": null
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.7.0",
 "Node name for S&R": "GetImageSize"
 },
 "widgets_values": []
 },
 {
 "id": 125,
 "type": "LTXVSeparateAVLatent",
 "pos": [
 1572.7103093630058,
 3713.4344092855763
 ],
 "size": [
 257.2388542190106,
 46
 ],
 "flags": {},
 "order": 108,
 "mode": 0,
 "inputs": [
 {
 "name": "av_latent",
 "type": "LATENT",
 "link": 299
 }
 ],
 "outputs": [
 {
 "name": "video_latent",
 "type": "LATENT",
 "links": [
 302
 ]
 },
 {
 "name": "audio_latent",
 "type": "LATENT",
 "links": [
 430
 ]
 }
 ],
 "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": 228,
 "type": "GetNode",
 "pos": [
 1213.083564319788,
 4286.064628517933
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 36,
 "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": 114,
 "type": "RandomNoise",
 "pos": [
 1213.083564319788,
 3978.2660178793626
 ],
 "size": [
 270,
 82
 ],
 "flags": {},
 "order": 37,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "NOISE",
 "type": "NOISE",
 "links": [
 272
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.75",
 "Node name for S&R": "RandomNoise",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 12345,
 "fixed"
 ]
 },
 {
 "id": 103,
 "type": "CFGGuider",
 "pos": [
 1213.083564319788,
 4232.42962767718
 ],
 "size": [
 270,
 98
 ],
 "flags": {},
 "order": 75,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 626
 },
 {
 "name": "positive",
 "type": "CONDITIONING",
 "link": 457
 },
 {
 "name": "negative",
 "type": "CONDITIONING",
 "link": 458
 }
 ],
 "outputs": [
 {
 "name": "GUIDER",
 "type": "GUIDER",
 "links": [
 273
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.71",
 "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": 224,
 "type": "GetNode",
 "pos": [
 977.2589002084333,
 4404.719620116487
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 38,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 625
 ]
 }
 ],
 "title": "Get_model",
 "properties": {},
 "widgets_values": [
 "model"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 329,
 "type": "LoraLoaderModelOnly",
 "pos": [
 994.0901809405187,
 4504.294717420846
 ],
 "size": [
 383.8922736899365,
 82
 ],
 "flags": {},
 "order": 63,
 "mode": 4,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 625
 }
 ],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 626
 ]
 }
 ],
 "title": "Only if using DEV model without this lora at step 1",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.75",
 "Node name for S&R": "LoraLoaderModelOnly",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65,
 "models": [
 {
 "name": "ltx-2-19b-distilled-lora-384.safetensors",
 "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-distilled-lora-384.safetensors",
 "directory": "loras"
 }
 ]
 },
 "widgets_values": [
 "LTX\\v2\\ltx-2-19b-distilled-lora_resized_dynamic_fro09_avg_rank_175_bf16.safetensors",
 0.6
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 242,
 "type": "GetNode",
 "pos": [
 900.2608554172577,
 3865.6936594918925
 ],
 "size": [
 258.01976020894085,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 39,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "LATENT_UPSCALE_MODEL",
 "type": "LATENT_UPSCALE_MODEL",
 "links": [
 470
 ]
 }
 ],
 "title": "Get_upscale_model",
 "properties": {},
 "widgets_values": [
 "upscale_model"
 ]
 },
 {
 "id": 160,
 "type": "LTXVImgToVideoInplace",
 "pos": [
 900.2608554172577,
 3990.125856819811
 ],
 "size": [
 258.01976020894085,
 122
 ],
 "flags": {},
 "order": 102,
 "mode": 0,
 "inputs": [
 {
 "name": "vae",
 "type": "VAE",
 "link": 446
 },
 {
 "name": "image",
 "type": "IMAGE",
 "link": 438
 },
 {
 "name": "latent",
 "type": "LATENT",
 "link": 372
 }
 ],
 "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": [
 900.2608554172577,
 3826.317381856379
 ],
 "size": [
 258.01976020894085,
 81.02629601803119
 ],
 "flags": {},
 "order": 99,
 "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": [
 900.2608554172577,
 3704.377311154055
 ],
 "size": [
 258.01976020894085,
 46
 ],
 "flags": {},
 "order": 92,
 "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": 201,
 "type": "LTXVAudioVAEDecode",
 "pos": [
 1572.7103093630058,
 4041.631586658207
 ],
 "size": [
 257.2388542190106,
 46
 ],
 "flags": {},
 "order": 110,
 "mode": 0,
 "inputs": [
 {
 "name": "samples",
 "type": "LATENT",
 "link": 430
 },
 {
 "label": "Audio VAE",
 "name": "audio_vae",
 "type": "VAE",
 "link": 448
 }
 ],
 "outputs": [
 {
 "name": "Audio",
 "type": "AUDIO",
 "links": [
 558
 ]
 }
 ],
 "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
 },
 "widgets_values": []
 },
 {
 "id": 127,
 "type": "VAEDecodeTiled",
 "pos": [
 1572.7103093630058,
 3824.762195567978
 ],
 "size": [
 257.2388542190106,
 150
 ],
 "flags": {},
 "order": 109,
 "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": 119,
 "type": "SamplerCustomAdvanced",
 "pos": [
 1213.083564319788,
 3698.5904573447356
 ],
 "size": [
 270,
 106
 ],
 "flags": {},
 "order": 107,
 "mode": 0,
 "inputs": [
 {
 "name": "noise",
 "type": "NOISE",
 "link": 272
 },
 {
 "name": "guider",
 "type": "GUIDER",
 "link": 273
 },
 {
 "name": "sampler",
 "type": "SAMPLER",
 "link": 274
 },
 {
 "name": "sigmas",
 "type": "SIGMAS",
 "link": 275
 },
 {
 "name": "latent_image",
 "type": "LATENT",
 "link": 276
 }
 ],
 "outputs": [
 {
 "name": "output",
 "type": "LATENT",
 "links": []
 },
 {
 "name": "denoised_output",
 "type": "LATENT",
 "links": [
 299
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.75",
 "Node name for S&R": "SamplerCustomAdvanced",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": []
 },
 {
 "id": 286,
 "type": "SimpleMath+",
 "pos": [
 145.1796006705725,
 3915.285904069788
 ],
 "size": [
 270,
 98
 ],
 "flags": {
 "collapsed": true
 },
 "order": 65,
 "mode": 0,
 "inputs": [
 {
 "name": "a",
 "shape": 7,
 "type": "*",
 "link": 514
 },
 {
 "name": "b",
 "shape": 7,
 "type": "*",
 "link": null
 },
 {
 "name": "c",
 "shape": 7,
 "type": "*",
 "link": null
 }
 ],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 515
 ]
 },
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": null
 }
 ],
 "properties": {
 "cnr_id": "comfyui_essentials",
 "ver": "9d9f4bedfc9f0321c19faf71855e228c93bd0dc9",
 "Node name for S&R": "SimpleMath+"
 },
 "widgets_values": [
 "a"
 ]
 },
 {
 "id": 237,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 4277.351470571788
 ],
 "size": [
 270,
 58
 ],
 "flags": {
 "collapsed": true
 },
 "order": 40,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 616
 ]
 }
 ],
 "title": "Get_height_downsized",
 "properties": {},
 "widgets_values": [
 "height_downsized"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 236,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 4312.867033381943
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 41,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 615
 ]
 }
 ],
 "title": "Get_width_downsized",
 "properties": {},
 "widgets_values": [
 "width_downsized"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 348,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 3857.379264275941
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 42,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "INT",
 "type": "INT",
 "links": [
 613,
 614
 ]
 }
 ],
 "title": "Get_frames",
 "properties": {},
 "widgets_values": [
 "frames"
 ],
 "color": "#1b4669",
 "bgcolor": "#29699c"
 },
 {
 "id": 285,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 3905.152161219277
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 43,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "FLOAT",
 "type": "FLOAT",
 "links": [
 514
 ]
 }
 ],
 "title": "Get_fps",
 "properties": {},
 "widgets_values": [
 "fps"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 217,
 "type": "GetNode",
 "pos": [
 145.1796006705725,
 3826.674411253833
 ],
 "size": [
 270,
 60
 ],
 "flags": {
 "collapsed": true
 },
 "order": 44,
 "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": 199,
 "type": "LTXVEmptyLatentAudio",
 "pos": [
 145.1796006705725,
 3808.060415051219
 ],
 "size": [
 270,
 120
 ],
 "flags": {
 "collapsed": false
 },
 "order": 77,
 "mode": 0,
 "inputs": [
 {
 "name": "audio_vae",
 "type": "VAE",
 "link": 444
 },
 {
 "name": "frames_number",
 "type": "INT",
 "widget": {
 "name": "frames_number"
 },
 "link": 613
 },
 {
 "name": "frame_rate",
 "type": "INT",
 "widget": {
 "name": "frame_rate"
 },
 "link": 515
 }
 ],
 "outputs": [
 {
 "name": "Latent",
 "type": "LATENT",
 "links": []
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.68",
 "Node name for S&R": "LTXVEmptyLatentAudio",
 "enableTabs": false,
 "tabWidth": 65,
 "tabXOffset": 10,
 "hasSecondTab": false,
 "secondTabText": "Send Back",
 "secondTabOffset": 80,
 "secondTabWidth": 65
 },
 "widgets_values": [
 121,
 25,
 1
 ]
 },
 {
 "id": 350,
 "type": "EmptyLTXVLatentVideo",
 "pos": [
 145.1796006705725,
 4215.801578996908
 ],
 "size": [
 270,
 130
 ],
 "flags": {},
 "order": 64,
 "mode": 0,
 "inputs": [
 {
 "name": "width",
 "type": "INT",
 "widget": {
 "name": "width"
 },
 "link": 615
 },
 {
 "name": "height",
 "type": "INT",
 "widget": {
 "name": "height"
 },
 "link": 616
 },
 {
 "name": "length",
 "type": "INT",
 "widget": {
 "name": "length"
 },
 "link": 614
 }
 ],
 "outputs": [
 {
 "name": "LATENT",
 "type": "LATENT",
 "links": [
 610
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.10.0",
 "Node name for S&R": "EmptyLTXVLatentVideo"
 },
 "widgets_values": [
 768,
 512,
 241,
 1
 ]
 },
 {
 "id": 162,
 "type": "LTXVPreprocess",
 "pos": [
 145.1796006705725,
 3680.1217399036373
 ],
 "size": [
 270,
 58
 ],
 "flags": {
 "collapsed": false
 },
 "order": 55,
 "mode": 0,
 "inputs": [
 {
 "name": "image",
 "type": "IMAGE",
 "link": 436
 }
 ],
 "outputs": [
 {
 "name": "output_image",
 "type": "IMAGE",
 "links": [
 353,
 437
 ]
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.60",
 "Node name for S&R": "LTXVPreprocess"
 },
 "widgets_values": [
 33
 ]
 },
 {
 "id": 165,
 "type": "ImageResizeKJv2",
 "pos": [
 -988.6437624593183,
 4142.535021221372
 ],
 "size": [
 249.5999999999999,
 348
 ],
 "flags": {},
 "order": 66,
 "mode": 0,
 "inputs": [
 {
 "name": "image",
 "type": "IMAGE",
 "link": 480
 },
 {
 "name": "mask",
 "shape": 7,
 "type": "MASK",
 "link": null
 },
 {
 "name": "width",
 "type": "INT",
 "widget": {
 "name": "width"
 },
 "link": 472
 },
 {
 "name": "height",
 "type": "INT",
 "widget": {
 "name": "height"
 },
 "link": 473
 }
 ],
 "outputs": [
 {
 "name": "IMAGE",
 "type": "IMAGE",
 "links": [
 479,
 483
 ]
 },
 {
 "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",
 "top",
 32,
 "cpu"
 ]
 },
 {
 "id": 167,
 "type": "LoadImage",
 "pos": [
 -960.3019120134483,
 3635.2977654013093
 ],
 "size": [
 448.8318233971088,
 426.3296203989862
 ],
 "flags": {},
 "order": 45,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "IMAGE",
 "type": "IMAGE",
 "links": [
 480
 ]
 },
 {
 "name": "MASK",
 "type": "MASK",
 "links": []
 }
 ],
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.3.56",
 "Node name for S&R": "LoadImage"
 },
 "widgets_values": [
 "pasted/image (644).png",
 "image"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 121,
 "type": "CLIPTextEncode",
 "pos": [
 -370.373202372382,
 3645.9862103274286
 ],
 "size": [
 411.9877187116757,
 373.97166464174234
 ],
 "flags": {},
 "order": 53,
 "mode": 0,
 "inputs": [
 {
 "name": "clip",
 "type": "CLIP",
 "link": 440
 }
 ],
 "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": [
 "Animation move of an old man at the artics. \n\n\nHe looks at the camera and talks. Accurate lipsync to the input audio. \n\n\nBehind him its a windy snowy cold landscape and lots of penguins"
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 253,
 "type": "MarkdownNote",
 "pos": [
 -1038.125714490718,
 5144.130748720106
 ],
 "size": [
 321.0438339721611,
 145.0175460449227
 ],
 "flags": {
 "collapsed": false
 },
 "order": 46,
 "mode": 0,
 "inputs": [],
 "outputs": [],
 "title": "Prompting LTX-2",
 "properties": {},
 "widgets_values": [
 "Refference text (transcribe what is said in your refference audio) \n\n(optional - turn off x_vector_only to use)"
 ],
 "color": "#222",
 "bgcolor": "#000"
 },
 {
 "id": 291,
 "type": "PrimitiveStringMultiline",
 "pos": [
 -1042.553982009748,
 4782.975560301415
 ],
 "size": [
 331.5789175692396,
 173.77191840154194
 ],
 "flags": {},
 "order": 47,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "STRING",
 "type": "STRING",
 "links": [
 620
 ]
 }
 ],
 "title": "Prompt (what to say)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.10.0",
 "Node name for S&R": "PrimitiveStringMultiline"
 },
 "widgets_values": [
 "You might think there are penguins in Greenland, as Trump does. But it couldn't be further from the truth. They live completely opposite of the planet, at the south pole "
 ],
 "color": "#346434",
 "bgcolor": "rgba(24,24,27,.9)"
 },
 {
 "id": 352,
 "type": "AILab_Qwen3TTSVoiceClone",
 "pos": [
 -679.2233914424995,
 4787.670727200824
 ],
 "size": [
 340,
 262
 ],
 "flags": {},
 "order": 83,
 "mode": 0,
 "inputs": [
 {
 "name": "reference_audio",
 "type": "AUDIO",
 "link": 621
 },
 {
 "name": "target_text",
 "type": "STRING",
 "widget": {
 "name": "target_text"
 },
 "link": 620
 },
 {
 "name": "reference_text",
 "shape": 7,
 "type": "STRING",
 "widget": {
 "name": "reference_text"
 },
 "link": 619
 }
 ],
 "outputs": [
 {
 "name": "AUDIO",
 "type": "AUDIO",
 "links": [
 623,
 624
 ]
 }
 ],
 "properties": {
 "cnr_id": "ComfyUI-QwenTTS",
 "ver": "8538f201fd412bf37d8354ba11815f4d1687b855",
 "Node name for S&R": "AILab_Qwen3TTSVoiceClone",
 "aux_id": "1038lab/ComfyUI-QwenTTS",
 "ue_properties": {
 "widget_ue_connectable": {},
 "input_ue_unconnectable": {},
 "version": "7.5.2"
 }
 },
 "widgets_values": [
 "Hello, this is a cloned voice.",
 "0.6B",
 "Auto",
 "",
 true,
 168638468763419,
 "randomize"
 ],
 "color": "#008181",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 196,
 "type": "VAELoaderKJ",
 "pos": [
 -1399.5397616566195,
 4379.112128732572
 ],
 "size": [
 353.4794223223953,
 110.28381432699462
 ],
 "flags": {},
 "order": 48,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "links": [
 443
 ]
 }
 ],
 "title": "VAELoader KJ (audio VAE)",
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "487c7d86a0230aae3d8c0a37d517159b73834f85",
 "Node name for S&R": "VAELoaderKJ"
 },
 "widgets_values": [
 "LTX2_audio_vae_bf16_KJ.safetensors",
 "main_device",
 "bf16"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 207,
 "type": "LTXVChunkFeedForward",
 "pos": [
 -1399.5397616566195,
 3820.4302735301544
 ],
 "size": [
 353.4794223223953,
 91.65877613647535
 ],
 "flags": {},
 "order": 80,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 559
 }
 ],
 "outputs": [
 {
 "name": "model",
 "type": "MODEL",
 "links": [
 560
 ]
 }
 ],
 "title": "LTXV Chunk FeedForward (optional)",
 "properties": {
 "cnr_id": "comfyui-kjnodes",
 "ver": "4cb4ede5c3a4cebc14bb63b49b62f03cd16d44a5",
 "Node name for S&R": "LTXVChunkFeedForward"
 },
 "widgets_values": [
 4,
 4096
 ]
 },
 {
 "id": 323,
 "type": "LoraLoaderModelOnly",
 "pos": [
 -1399.5397616566195,
 3966.2590346619027
 ],
 "size": [
 353.4794223223953,
 82
 ],
 "flags": {},
 "order": 89,
 "mode": 0,
 "inputs": [
 {
 "name": "model",
 "type": "MODEL",
 "link": 560
 }
 ],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 561
 ]
 }
 ],
 "title": "Camera lora (optional)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.10.0",
 "Node name for S&R": "LoraLoaderModelOnly"
 },
 "widgets_values": [
 "LTX\\v2\\ltx-2-19b-lora-camera-control-static.safetensors",
 1
 ],
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 275,
 "type": "DualCLIPLoaderGGUF",
 "pos": [
 -1399.5397616566195,
 4096.849163332431
 ],
 "size": [
 353.4794223223953,
 111.14057719239463
 ],
 "flags": {},
 "order": 49,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "CLIP",
 "type": "CLIP",
 "links": [
 502
 ]
 }
 ],
 "title": "CLIPLoader (Gemma GGUF + LTX embedding)",
 "properties": {
 "cnr_id": "ComfyUI-GGUF",
 "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a",
 "Node name for S&R": "DualCLIPLoaderGGUF"
 },
 "widgets_values": [
 "gemma3-12b-it-q2_k.gguf",
 "ltx-2-19b-embeddings_connector_dev_bf16.safetensors",
 "ltxv"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 184,
 "type": "VAELoader",
 "pos": [
 -1399.5397616566195,
 4261.828578879239
 ],
 "size": [
 353.4794223223953,
 61.42705146159551
 ],
 "flags": {},
 "order": 50,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "VAE",
 "type": "VAE",
 "links": [
 442
 ]
 }
 ],
 "title": "Load VAE (video VAE)",
 "properties": {
 "cnr_id": "comfy-core",
 "ver": "0.8.2",
 "Node name for S&R": "VAELoader"
 },
 "widgets_values": [
 "LTX2_video_vae_bf16_KJ.safetensors"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 },
 {
 "id": 197,
 "type": "UnetLoaderGGUF",
 "pos": [
 -1399.5397616566195,
 3565.8272154462256
 ],
 "size": [
 353.4794223223953,
 79.70464980382258
 ],
 "flags": {
 "collapsed": false
 },
 "order": 51,
 "mode": 0,
 "inputs": [],
 "outputs": [
 {
 "name": "MODEL",
 "type": "MODEL",
 "links": [
 485
 ]
 }
 ],
 "properties": {
 "cnr_id": "ComfyUI-GGUF",
 "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a",
 "Node name for S&R": "UnetLoaderGGUF"
 },
 "widgets_values": [
 "LTXvideo\\LTX-2\\ltx-2-19b-dev_Q8_0.gguf"
 ],
 "color": "#1f1f48",
 "bgcolor": "rgba(24,24,27,.9)",
 "ndSuperSelectorEnabled": false,
 "ndPowerEnabled": false
 }
 ],
 "links": [
 [
 259,
 115,
 0,
 113,
 0,
 "NOISE"
 ],
 [
 260,
 129,
 0,
 113,
 1,
 "GUIDER"
 ],
 [
 261,
 137,
 0,
 113,
 2,
 "SAMPLER"
 ],
 [
 271,
 113,
 0,
 116,
 0,
 "LATENT"
 ],
 [
 272,
 114,
 0,
 119,
 0,
 "NOISE"
 ],
 [
 273,
 103,
 0,
 119,
 1,
 "GUIDER"
 ],
 [
 274,
 138,
 0,
 119,
 2,
 "SAMPLER"
 ],
 [
 275,
 100,
 0,
 119,
 3,
 "SIGMAS"
 ],
 [
 276,
 117,
 0,
 119,
 4,
 "LATENT"
 ],
 [
 286,
 121,
 0,
 107,
 0,
 "CONDITIONING"
 ],
 [
 287,
 110,
 0,
 107,
 1,
 "CONDITIONING"
 ],
 [
 299,
 119,
 1,
 125,
 0,
 "LATENT"
 ],
 [
 302,
 125,
 0,
 127,
 0,
 "LATENT"
 ],
 [
 313,
 127,
 0,
 140,
 0,
 "IMAGE"
 ],
 [
 353,
 162,
 0,
 161,
 1,
 "IMAGE"
 ],
 [
 355,
 164,
 0,
 163,
 0,
 "IMAGE"
 ],
 [
 363,
 161,
 0,
 109,
 0,
 "LATENT"
 ],
 [
 372,
 118,
 0,
 160,
 2,
 "LATENT"
 ],
 [
 373,
 160,
 0,
 117,
 0,
 "LATENT"
 ],
 [
 374,
 116,
 0,
 118,
 0,
 "LATENT"
 ],
 [
 403,
 189,
 0,
 188,
 0,
 "LATENT_UPSCALE_MODEL"
 ],
 [
 404,
 195,
 0,
 192,
 0,
 "INT"
 ],
 [
 405,
 194,
 0,
 193,
 0,
 "INT"
 ],
 [
 430,
 125,
 1,
 201,
 0,
 "LATENT"
 ],
 [
 436,
 210,
 0,
 162,
 0,
 "IMAGE"
 ],
 [
 437,
 162,
 0,
 211,
 0,
 "IMAGE"
 ],
 [
 438,
 212,
 0,
 160,
 1,
 "IMAGE"
 ],
 [
 440,
 214,
 0,
 121,
 0,
 "CLIP"
 ],
 [
 441,
 214,
 0,
 110,
 0,
 "CLIP"
 ],
 [
 442,
 184,
 0,
 215,
 0,
 "VAE"
 ],
 [
 443,
 196,
 0,
 216,
 0,
 "VAE"
 ],
 [
 444,
 217,
 0,
 199,
 0,
 "VAE"
 ],
 [
 445,
 218,
 0,
 161,
 0,
 "VAE"
 ],
 [
 446,
 219,
 0,
 160,
 0,
 "VAE"
 ],
 [
 447,
 219,
 0,
 118,
 2,
 "VAE"
 ],
 [
 448,
 221,
 0,
 201,
 1,
 "VAE"
 ],
 [
 449,
 220,
 0,
 127,
 1,
 "VAE"
 ],
 [
 455,
 107,
 0,
 226,
 0,
 "CONDITIONING"
 ],
 [
 456,
 107,
 1,
 227,
 0,
 "CONDITIONING"
 ],
 [
 457,
 228,
 0,
 103,
 1,
 "CONDITIONING"
 ],
 [
 458,
 229,
 0,
 103,
 2,
 "CONDITIONING"
 ],
 [
 459,
 231,
 0,
 129,
 2,
 "CONDITIONING"
 ],
 [
 460,
 230,
 0,
 129,
 1,
 "CONDITIONING"
 ],
 [
 461,
 163,
 0,
 233,
 0,
 "INT"
 ],
 [
 462,
 163,
 1,
 234,
 0,
 "INT"
 ],
 [
 465,
 109,
 0,
 238,
 0,
 "LATENT"
 ],
 [
 466,
 239,
 0,
 206,
 0,
 "LATENT"
 ],
 [
 467,
 239,
 0,
 113,
 4,
 "LATENT"
 ],
 [
 470,
 242,
 0,
 118,
 1,
 "LATENT_UPSCALE_MODEL"
 ],
 [
 472,
 243,
 0,
 165,
 2,
 "INT"
 ],
 [
 473,
 244,
 0,
 165,
 3,
 "INT"
 ],
 [
 475,
 116,
 1,
 117,
 1,
 "LATENT"
 ],
 [
 477,
 206,
 0,
 113,
 3,
 "SIGMAS"
 ],
 [
 479,
 165,
 0,
 246,
 0,
 "IMAGE"
 ],
 [
 480,
 167,
 0,
 165,
 0,
 "IMAGE"
 ],
 [
 481,
 246,
 0,
 209,
 0,
 "IMAGE"
 ],
 [
 482,
 164,
 0,
 248,
 0,
 "IMAGE"
 ],
 [
 483,
 165,
 0,
 164,
 0,
 "IMAGE"
 ],
 [
 485,
 197,
 0,
 134,
 0,
 "MODEL"
 ],
 [
 502,
 275,
 0,
 213,
 0,
 "CLIP"
 ],
 [
 503,
 276,
 0,
 277,
 0,
 "FLOAT"
 ],
 [
 513,
 284,
 0,
 107,
 2,
 "FLOAT"
 ],
 [
 514,
 285,
 0,
 286,
 0,
 "FLOAT"
 ],
 [
 515,
 286,
 0,
 199,
 2,
 "INT"
 ],
 [
 516,
 288,
 0,
 287,
 0,
 "MELROFORMERMODEL"
 ],
 [
 517,
 289,
 0,
 287,
 1,
 "AUDIO"
 ],
 [
 518,
 290,
 0,
 289,
 0,
 "AUDIO"
 ],
 [
 527,
 307,
 0,
 304,
 0,
 "LATENT"
 ],
 [
 528,
 308,
 0,
 304,
 1,
 "MASK"
 ],
 [
 529,
 304,
 0,
 305,
 0,
 "LATENT"
 ],
 [
 530,
 306,
 0,
 307,
 1,
 "VAE"
 ],
 [
 531,
 303,
 0,
 308,
 0,
 "INT"
 ],
 [
 532,
 302,
 0,
 308,
 1,
 "INT"
 ],
 [
 557,
 270,
 0,
 109,
 1,
 "LATENT"
 ],
 [
 558,
 201,
 0,
 140,
 1,
 "AUDIO"
 ],
 [
 559,
 134,
 0,
 207,
 0,
 "MODEL"
 ],
 [
 560,
 207,
 0,
 323,
 0,
 "MODEL"
 ],
 [
 561,
 323,
 0,
 223,
 0,
 "MODEL"
 ],
 [
 571,
 331,
 0,
 140,
 4,
 "FLOAT"
 ],
 [
 577,
 336,
 1,
 338,
 0,
 "INT"
 ],
 [
 580,
 334,
 0,
 336,
 0,
 "INT"
 ],
 [
 584,
 343,
 0,
 336,
 1,
 "FLOAT"
 ],
 [
 589,
 322,
 0,
 307,
 0,
 "AUDIO"
 ],
 [
 603,
 322,
 0,
 334,
 0,
 "AUDIO"
 ],
 [
 610,
 350,
 0,
 161,
 2,
 "LATENT"
 ],
 [
 612,
 336,
 1,
 347,
 0,
 "INT"
 ],
 [
 613,
 348,
 0,
 199,
 1,
 "INT"
 ],
 [
 614,
 348,
 0,
 350,
 2,
 "INT"
 ],
 [
 615,
 236,
 0,
 350,
 0,
 "INT"
 ],
 [
 616,
 237,
 0,
 350,
 1,
 "INT"
 ],
 [
 617,
 225,
 0,
 351,
 0,
 "MODEL"
 ],
 [
 618,
 351,
 0,
 129,
 0,
 "MODEL"
 ],
 [
 619,
 292,
 0,
 352,
 2,
 "STRING"
 ],
 [
 620,
 291,
 0,
 352,
 1,
 "STRING"
 ],
 [
 621,
 287,
 0,
 352,
 0,
 "AUDIO"
 ],
 [
 623,
 352,
 0,
 296,
 0,
 "AUDIO"
 ],
 [
 624,
 352,
 0,
 322,
 0,
 "AUDIO"
 ],
 [
 625,
 224,
 0,
 329,
 0,
 "MODEL"
 ],
 [
 626,
 329,
 0,
 103,
 0,
 "MODEL"
 ]
 ],
 "groups": [
 {
 "id": 15,
 "title": "Sampler - Second Pass Upscale",
 "bounding": [
 860.9971285094514,
 3506.2224115879985,
 664.7733427473866,
 1148.2222222221885
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 16,
 "title": "Decode",
 "bounding": [
 1546.0739131363398,
 3518.0983854921383,
 311.4284697372332,
 1129.607284158922
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 17,
 "title": "Input Image",
 "bounding": [
 -1014.0340824394586,
 3480,
 586.8543402139082,
 1186.5243952189267
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 18,
 "title": "Group",
 "bounding": [
 -1414.9734927677805,
 3481.7764875239864,
 378.68677719843527,
 1184.7005583557852
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 19,
 "title": "Prompt",
 "bounding": [
 -407.3583663579851,
 3487.551344902739,
 484.8529601569323,
 1176.9286680826267
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 20,
 "title": "Prepare LTX Latent",
 "bounding": [
 100.82452874430875,
 3489.764241485587,
 358.12717452555626,
 1178.350508945513
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 21,
 "title": "Sampler - First Pass",
 "bounding": [
 479.1247949650816,
 3495.6971031079734,
 356.1686502451781,
 1165.299967082809
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 22,
 "title": "Video Settings",
 "bounding": [
 -1675.8608661704945,
 4253.557007902105,
 242.07712294270186,
 405.7871316601777
 ],
 "color": "#8A8",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 24,
 "title": "Voice Clone",
 "bounding": [
 -1415.5929517664874,
 4690.13098299307,
 1106.1748700094888,
 659.8559521737561
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 25,
 "title": "Vocal stem only (optional)",
 "bounding": [
 -1380.063815390697,
 5082.569477316601,
 304.71858419144564,
 251.28720566640095
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 27,
 "title": "LTX latent audio",
 "bounding": [
 -280.77336931663496,
 4964.659662362207,
 684.9548877229748,
 274.28732941779526
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 30,
 "title": "Audio duration to video length (frames)",
 "bounding": [
 -286.01407833692815,
 4700.610902290323,
 690.6075276214682,
 241.15928640404036
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 },
 {
 "id": 31,
 "title": "Distill lora",
 "bounding": [
 984.0901809405187,
 4430.694717420845,
 400.12251708218105,
 160.88780424030665
 ],
 "color": "#3f789e",
 "font_size": 24,
 "flags": {}
 }
 ],
 "config": {},
 "extra": {
 "ds": {
 "scale": 0.2309211532038185,
 "offset": [
 2830.533897949112,
 -2428.5683126264316
 ]
 },
 "frontendVersion": "1.37.11",
 "workflowRendererVersion": "LG",
 "prompt": {
 "1": {
 "inputs": {
 "ckpt_name": "ltx-av-step-1751000_vocoder_24K.safetensors"
 },
 "class_type": "CheckpointLoaderSimple",
 "_meta": {
 "title": "Load Checkpoint"
 }
 },
 "2": {
 "inputs": {
 "gemma_path": "gemma-3-12b-it-qat-q4_0-unquantized_readout_proj/model/model.safetensors",
 "ltxv_path": "ltx-av-step-1751000_vocoder_24K.safetensors",
 "max_length": 1024
 },
 "class_type": "LTXVGemmaCLIPModelLoader",
 "_meta": {
 "title": "🅛🅣🅧 Gemma 3 Model Loader"
 }
 },
 "3": {
 "inputs": {
 "text": "A medium close-up shot features a Caucasian man with a closely shaven head and face, wearing a black baseball cap with \"PNTR\" in white letters on the front, and a dark grey t-shirt with \"JUST DO IT\" visible across his chest. A small black microphone is clipped to his shirt collar. He is positioned slightly to the left of the frame, looking intently downwards and to his right, his eyes focused off-camera. His facial expression is one of deep concentration, with his brow slightly furrowed. As he looks down, a quick sniff sound is heard, and then he speaks with a deep male voice and a slightly frustrated tone, saying, \"I think it's so bad.\" The camera remains static throughout, maintaining a shallow depth of field, which keeps the man in sharp focus while the background is softly blurred, revealing a light-colored wall with white wooden shelving or trim, and a partially open white wooden door on the right. After a brief pause, another short, audible sniff is heard. The man then continues to speak, his voice maintaining the same quality, as he states, \"So bad. So bad.\" He elaborates further, emphasizing his point with a final statement, \"This got to be, it's got to be the worst tool I've ever seen.\"",
 "clip": [
 "2",
 0
 ]
 },
 "class_type": "CLIPTextEncode",
 "_meta": {
 "title": "CLIP Text Encode (Prompt)"
 }
 },
 "4": {
 "inputs": {
 "text": "blurry, out of focus, overexposed, underexposed, low contrast, washed out colors, excessive noise, grainy texture, poor lighting, flickering, motion blur, distorted proportions, unnatural skin tones, deformed facial features, asymmetrical face, missing facial features, extra limbs, disfigured hands, wrong hand count, artifacts around text, unreadable text on shirt or hat, incorrect lettering on cap (“PNTR”), incorrect t-shirt slogan (“JUST DO IT”), missing microphone, misplaced microphone, inconsistent perspective, camera shake, incorrect depth of field, background too sharp, background clutter, distracting reflections, harsh shadows, inconsistent lighting direction, color banding, cartoonish rendering, 3D CGI look, unrealistic materials, uncanny valley effect, incorrect ethnicity, wrong gender, exaggerated expressions, smiling, laughing, exaggerated sadness, wrong gaze direction, eyes looking at camera, mismatched lip sync, silent or muted audio, distorted voice, robotic voice, echo, background noise, off-sync audio, missing sniff sounds, incorrect dialogue, added dialogue, repetitive speech, jittery movement, awkward pauses, incorrect timing, unnatural transitions, inconsistent framing, tilted camera, missing door or shelves, missing shallow depth of field, flat lighting, inconsistent tone, cinematic oversaturation, stylized filters, or AI artifacts.",
 "clip": [
 "2",
 0
 ]
 },
 "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": "🅛🅣🅧 LTXV Audio VAE Loader"
 }
 },
 "14": {
 "inputs": {
 "samples": [
 "29",
 1
 ],
 "audio_vae": [
 "13",
 0
 ]
 },
 "class_type": "LTXVAudioVAEDecode",
 "_meta": {
 "title": "🅛🅣🅧 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 🎥🅥🅗🅢"
 }
 },
 "17": {
 "inputs": {
 "skip_blocks": "29",
 "model": [
 "28",
 1
 ],
 "positive": [
 "22",
 0
 ],
 "negative": [
 "22",
 1
 ],
 "parameters": [
 "18",
 0
 ]
 },
 "class_type": "MultimodalGuider",
 "_meta": {
 "title": "🅛🅣🅧 Multimodal Guider"
 }
 },
 "18": {
 "inputs": {
 "modality": "VIDEO",
 "cfg": 3,
 "stg": 0,
 "rescale": 0,
 "modality_scale": 3,
 "parameters": [
 "19",
 0
 ]
 },
 "class_type": "GuiderParameters",
 "_meta": {
 "title": "🅛🅣🅧 Guider Parameters"
 }
 },
 "19": {
 "inputs": {
 "modality": "AUDIO",
 "cfg": 7,
 "stg": 0,
 "rescale": 0,
 "modality_scale": 3
 },
 "class_type": "GuiderParameters",
 "_meta": {
 "title": "🅛🅣🅧 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": "🅛🅣🅧 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": "🅛🅣🅧 LTXV Concat AV Latent"
 }
 },
 "29": {
 "inputs": {
 "av_latent": [
 "41",
 0
 ],
 "model": [
 "28",
 1
 ]
 },
 "class_type": "LTXVSeparateAVLatent",
 "_meta": {
 "title": "🅛🅣🅧 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
}