Instructions to use joyfox/LTX-2.3-Transition-LORA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use joyfox/LTX-2.3-Transition-LORA with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline from diffusers.utils import load_image, export_to_video # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("Lightricks/LTX-2.3", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("joyfox/LTX-2.3-Transition-LORA") prompt = "A medium close-up captures a young woman with wavy brown hair and a soft smile in a sun-drenched wooden room, her hands delicately clasped over a white embroidered sweater. As the camera slowly dollies forward, a seamless transformation occurs where her facial features gradually sharpen and her hair shortens into a dark, textured style, morphing her into a young man with a slight, knowing smirk. The delicate floral patterns on her garment shift and merge into a dark leaf motif on a beige knit sweater, maintaining the soft, warm lighting that highlights the grain of the wooden wall and the green leaves of the plant behind them. His hands reposition naturally during the transition, with one hand forming a loose fist near his chest as the movement settles into a calm, steady gaze toward the lens. The ambient sound of a gentle breeze rustling nearby indoor plants and the faint, rhythmic ticking of a wall clock fills the quiet space, emphasizing the fluid and magical nature of the character's evolution, zhuanchang" input_image = load_image("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/guitar-man.png") image = pipe(image=input_image, prompt=prompt).frames[0] export_to_video(output, "output.mp4") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
| { | |
| "id": "d902d9a0-c849-49f2-b590-7073e408c7be", | |
| "revision": 0, | |
| "last_node_id": 243, | |
| "last_link_id": 349, | |
| "nodes": [ | |
| { | |
| "id": 71, | |
| "type": "GetNode", | |
| "pos": [ | |
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| "flags": { | |
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| "order": 0, | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 127 | |
| ] | |
| } | |
| ], | |
| "title": "Get_height", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "height" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| { | |
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| "type": "GetNode", | |
| "pos": [ | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 126 | |
| ] | |
| } | |
| ], | |
| "title": "Get_width", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "width" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 92, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
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| "size": [ | |
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| "flags": { | |
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| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
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| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
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| { | |
| "name": "a", | |
| "shape": 7, | |
| "type": "*", | |
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| }, | |
| { | |
| "name": "b", | |
| "shape": 7, | |
| "type": "*", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 164 | |
| ] | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "42bdf92f9ab7e3d78381c022eaa3b4341c528d72", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a" | |
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| { | |
| "id": 91, | |
| "type": "GetNode", | |
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| "flags": { | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 163 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 57, | |
| "type": "ImageResizeKJv2", | |
| "pos": [ | |
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| 3738.940981942472 | |
| ], | |
| "size": [ | |
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| 336 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 76, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "图像", | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 101 | |
| }, | |
| { | |
| "label": "遮罩", | |
| "name": "mask", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": null | |
| }, | |
| { | |
| "label": "宽度", | |
| "name": "width", | |
| "type": "INT", | |
| "widget": { | |
| "name": "width" | |
| }, | |
| "link": 104 | |
| }, | |
| { | |
| "label": "高度", | |
| "name": "height", | |
| "type": "INT", | |
| "widget": { | |
| "name": "height" | |
| }, | |
| "link": 105 | |
| }, | |
| { | |
| "label": "缩放方法", | |
| "name": "upscale_method", | |
| "type": "COMBO", | |
| "widget": { | |
| "name": "upscale_method" | |
| }, | |
| "link": null | |
| }, | |
| { | |
| "label": "固定宽高比", | |
| "name": "keep_proportion", | |
| "type": "COMBO", | |
| "widget": { | |
| "name": "keep_proportion" | |
| }, | |
| "link": null | |
| }, | |
| { | |
| "label": "填充颜色", | |
| "name": "pad_color", | |
| "type": "STRING", | |
| "widget": { | |
| "name": "pad_color" | |
| }, | |
| "link": null | |
| }, | |
| { | |
| "label": "裁剪位置", | |
| "name": "crop_position", | |
| "type": "COMBO", | |
| "widget": { | |
| "name": "crop_position" | |
| }, | |
| "link": null | |
| }, | |
| { | |
| "label": "因数", | |
| "name": "divisible_by", | |
| "type": "INT", | |
| "widget": { | |
| "name": "divisible_by" | |
| }, | |
| "link": null | |
| }, | |
| { | |
| "label": "设备", | |
| "name": "device", | |
| "shape": 7, | |
| "type": "COMBO", | |
| "widget": { | |
| "name": "device" | |
| }, | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "图像", | |
| "name": "图像", | |
| "type": "IMAGE", | |
| "links": [ | |
| 134 | |
| ] | |
| }, | |
| { | |
| "label": "宽度", | |
| "name": "宽度", | |
| "type": "INT", | |
| "links": [] | |
| }, | |
| { | |
| "label": "高度", | |
| "name": "高度", | |
| "type": "INT", | |
| "links": [] | |
| }, | |
| { | |
| "label": "遮罩", | |
| "name": "遮罩", | |
| "type": "MASK", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "37bda1000e75e5649c224b0b4a8a6f57093ef925", | |
| "Node name for S&R": "ImageResizeKJv2" | |
| }, | |
| "widgets_values": [ | |
| 512, | |
| 512, | |
| "lanczos", | |
| "crop", | |
| "0, 0, 0", | |
| "center", | |
| 32, | |
| "cpu" | |
| ] | |
| }, | |
| { | |
| "id": 76, | |
| "type": "SetNode", | |
| "pos": [ | |
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| 3836.50176303005 | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 82, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 134 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_middleframe", | |
| "properties": { | |
| "previousName": "middleframe" | |
| }, | |
| "widgets_values": [ | |
| "middleframe" | |
| ], | |
| "color": "#2a363b", | |
| "bgcolor": "#3f5159" | |
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| { | |
| "id": 117, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 60 | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 3, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 179 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
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| "type": "GetNode", | |
| "pos": [ | |
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| "size": [ | |
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| 60 | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 4, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 190, | |
| 191 | |
| ] | |
| } | |
| ], | |
| "title": "Get_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| { | |
| "id": 114, | |
| "type": "GetNode", | |
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| "order": 5, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 212 | |
| ] | |
| } | |
| ], | |
| "title": "Get_firstframe", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "firstframe" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
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| "flags": { | |
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| "order": 6, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 213 | |
| ] | |
| } | |
| ], | |
| "title": "Get_middleframe", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "middleframe" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
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| "order": 69, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 228 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_ref_image", | |
| "properties": { | |
| "previousName": "ref_image" | |
| }, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#2a363b", | |
| "bgcolor": "#3f5159" | |
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| "id": 161, | |
| "type": "SetNode", | |
| "pos": [ | |
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| 34 | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 65, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 238 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_height", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "height" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| { | |
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| 34 | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 64, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 239 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_width", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "width" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| { | |
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| "type": "SetNode", | |
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| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 57, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "link": 244 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_upscale_model", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "upscale_model" | |
| ] | |
| }, | |
| { | |
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| "type": "SetNode", | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 55, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "link": 245 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_vae_audio", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
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| { | |
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| "type": "SetNode", | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 53, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "link": 246 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_vae", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
| }, | |
| { | |
| "id": 177, | |
| "type": "SetNode", | |
| "pos": [ | |
| 188.1888811826033, | |
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| ], | |
| "size": [ | |
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| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 56, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "link": 247 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_vae_tiny", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "vae_tiny" | |
| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
| }, | |
| { | |
| "id": 188, | |
| "type": "SetNode", | |
| "pos": [ | |
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| 34 | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 54, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "link": 252 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_clip", | |
| "properties": { | |
| "previousName": "" | |
| }, | |
| "widgets_values": [ | |
| "clip" | |
| ], | |
| "color": "#432", | |
| "bgcolor": "#653" | |
| }, | |
| { | |
| "id": 124, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1099.194135679111, | |
| 4374.174018425685 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 7, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
| 186, | |
| 187 | |
| ] | |
| } | |
| ], | |
| "title": "Get_clip", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "clip" | |
| ], | |
| "color": "#c09430", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 13, | |
| "type": "SamplerCustomAdvanced", | |
| "pos": [ | |
| 2321.1584757911182, | |
| 3349.6180800347283 | |
| ], | |
| "size": [ | |
| 241.980061511233, | |
| 249.82890094659467 | |
| ], | |
| "flags": {}, | |
| "order": 87, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "noise", | |
| "type": "NOISE", | |
| "link": 16 | |
| }, | |
| { | |
| "name": "guider", | |
| "type": "GUIDER", | |
| "link": 17 | |
| }, | |
| { | |
| "name": "sampler", | |
| "type": "SAMPLER", | |
| "link": 18 | |
| }, | |
| { | |
| "name": "sigmas", | |
| "type": "SIGMAS", | |
| "link": 298 | |
| }, | |
| { | |
| "name": "latent_image", | |
| "type": "LATENT", | |
| "link": 20 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "output", | |
| "type": "LATENT", | |
| "links": [ | |
| 24 | |
| ] | |
| }, | |
| { | |
| "name": "denoised_output", | |
| "type": "LATENT", | |
| "links": null | |
| } | |
| ], | |
| "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": 9, | |
| "type": "LTXVEmptyLatentAudio", | |
| "pos": [ | |
| 1585.8280988730019, | |
| 3327.0695023944054 | |
| ], | |
| "size": [ | |
| 273.7224392361113, | |
| 120 | |
| ], | |
| "flags": {}, | |
| "order": 67, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "audio_vae", | |
| "type": "VAE", | |
| "link": 179 | |
| }, | |
| { | |
| "name": "frames_number", | |
| "type": "INT", | |
| "widget": { | |
| "name": "frames_number" | |
| }, | |
| "link": 190 | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "INT", | |
| "widget": { | |
| "name": "frame_rate" | |
| }, | |
| "link": 164 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "Latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 37 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| 97, | |
| 25, | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 93, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1657.6702354253, | |
| 4283.074132905793 | |
| ], | |
| "size": [ | |
| 273.7224392361113, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 8, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 165 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 196, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1987.5275597321986, | |
| 4342.872274322806 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 9, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 256, | |
| 257 | |
| ] | |
| } | |
| ], | |
| "title": "Get_negative", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "negative" | |
| ] | |
| }, | |
| { | |
| "id": 200, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1986.4910438577333, | |
| 3530.737098138094 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 10, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 265 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model_nag", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model_nag" | |
| ] | |
| }, | |
| { | |
| "id": 197, | |
| "type": "LTX2_NAG", | |
| "pos": [ | |
| 1987.5275597321986, | |
| 4227.974114010197 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 170 | |
| ], | |
| "flags": {}, | |
| "order": 72, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 263 | |
| }, | |
| { | |
| "name": "nag_cond_video", | |
| "shape": 7, | |
| "type": "CONDITIONING", | |
| "link": 256 | |
| }, | |
| { | |
| "name": "nag_cond_audio", | |
| "shape": 7, | |
| "type": "CONDITIONING", | |
| "link": 257 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "links": [ | |
| 264 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "ff79c7332d7ea4aa85097a88fb09359f28cb487e", | |
| "Node name for S&R": "LTX2_NAG" | |
| }, | |
| "widgets_values": [ | |
| 11, | |
| 0.25, | |
| 2.5, | |
| true | |
| ] | |
| }, | |
| { | |
| "id": 201, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3978.7507110775373 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 11, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 266 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model_nag", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model_nag" | |
| ] | |
| }, | |
| { | |
| "id": 120, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3630.972876503609 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 12, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 182 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 133, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3634.173615331961 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 13, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "links": [ | |
| 199 | |
| ] | |
| } | |
| ], | |
| "title": "Get_upscale_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "upscale_model" | |
| ] | |
| }, | |
| { | |
| "id": 132, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3813.4596331601856 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 14, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 196 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 121, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3802.8336509302508 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 15, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 181 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 34, | |
| "type": "LTXVConcatAVLatent", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 4072.4015222662374 | |
| ], | |
| "size": [ | |
| 270, | |
| 71.11401815185218 | |
| ], | |
| "flags": {}, | |
| "order": 91, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "link": 50 | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "link": 51 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 32 | |
| ] | |
| } | |
| ], | |
| "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": 35, | |
| "type": "LTXVImgToVideoInplace", | |
| "pos": [ | |
| 2651.9644276637637, | |
| 3729.861467491358 | |
| ], | |
| "size": [ | |
| 270, | |
| 122 | |
| ], | |
| "flags": {}, | |
| "order": 90, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 181 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 196 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 54 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 50 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LTXVImgToVideoInplace", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 1, | |
| false | |
| ] | |
| }, | |
| { | |
| "id": 208, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1986.4910438577333, | |
| 3532.334164837735 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 16, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 275 | |
| ] | |
| } | |
| ], | |
| "title": "Get_positive", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "positive" | |
| ] | |
| }, | |
| { | |
| "id": 207, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1986.4910438577333, | |
| 3541.9022054727734 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 17, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 274 | |
| ] | |
| } | |
| ], | |
| "title": "Get_negative", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "negative" | |
| ] | |
| }, | |
| { | |
| "id": 58, | |
| "type": "ResizeImagesByLongerEdge", | |
| "pos": [ | |
| 986.8899507986018, | |
| 3578.963316932867 | |
| ], | |
| "size": [ | |
| 243.6109375, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 48, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "link": 213 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "links": [ | |
| 107 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "ResizeImagesByLongerEdge", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 1536 | |
| ] | |
| }, | |
| { | |
| "id": 111, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1600.3710564043326, | |
| 3840.74316108626 | |
| ], | |
| "size": [ | |
| 273.7224392361113, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 18, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 287 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 126, | |
| "type": "SetNode", | |
| "pos": [ | |
| 1645.729963436761, | |
| 4286.635555945028 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 79, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 286 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_negative", | |
| "properties": { | |
| "previousName": "negative" | |
| }, | |
| "widgets_values": [ | |
| "negative" | |
| ], | |
| "color": "#332922", | |
| "bgcolor": "#593930" | |
| }, | |
| { | |
| "id": 125, | |
| "type": "SetNode", | |
| "pos": [ | |
| 1667.8129127839643, | |
| 4272.093014221556 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 78, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "输入", | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 285 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "输出", | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_positive", | |
| "properties": { | |
| "previousName": "positive" | |
| }, | |
| "widgets_values": [ | |
| "positive" | |
| ], | |
| "color": "#332922", | |
| "bgcolor": "#593930" | |
| }, | |
| { | |
| "id": 205, | |
| "type": "GetNode", | |
| "pos": [ | |
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