9010 lines
213 KiB
JSON
9010 lines
213 KiB
JSON
{
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"id": "394ed254-7306-42a2-9ae6-aa880ce4456d",
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"revision": 0,
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"last_node_id": 9005,
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"last_link_id": 13796,
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"nodes": [
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{
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"id": 5509,
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"pos": [
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],
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"flags": {},
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
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"name": "STRING",
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"type": "STRING",
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"links": [
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13631
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]
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}
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],
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"title": "Prompt (negative)",
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"properties": {
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"Node name for S&R": "PrimitiveStringMultiline",
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"cnr_id": "comfy-core",
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"ver": "0.25.0"
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},
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"widgets_values": [
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""
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],
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"color": "#322",
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"bgcolor": "#533"
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},
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{
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"id": 5530,
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"type": "MarkdownNote",
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"pos": [
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"size": [
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"flags": {
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"collapsed": false
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},
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"order": 1,
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"mode": 0,
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"inputs": [],
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"outputs": [],
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"title": "Generate - stage 2",
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"properties": {},
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"widgets_values": [
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"## Generate - stage 2\n\n**Upscale and re-sampler (3 steps)**\n\nThis subgraph node upscales the result of the first stage by 2 (width & height) and runs another 3 steps of diffusion after adding noise on the input latent. You can adjust the noise seed and the sampler/guider used in this diffusion stage. The original image is used here again for conditioning, if you entered one."
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],
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"color": "#432",
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"bgcolor": "#653"
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},
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{
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"id": 5531,
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"type": "MarkdownNote",
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"pos": [
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],
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"size": [
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],
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"flags": {
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"collapsed": false
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},
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"order": 2,
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"mode": 0,
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"inputs": [],
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"outputs": [],
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"title": "Decode",
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"properties": {},
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"widgets_values": [
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"## Decode\n\nMake sure to adjust the number of tiles and overlap to fit your hardware.\n(fewer tiles will result in faster execution, but will require more memory).\n\n### Recommended settings\n\n| node settings (pixels) | resolved latent geometry |\n| ------------------------------------------ | ------------------------------- |\n| `512 / 64 / 128 / 32` | 16x16, ov 2 - 16f ov 4 |\n| `768 / 192 / 128 / 32` | 24x24, ov 6 - 16f ov 4 |\n| `1024 / 256 / 128 / 48` | 32x32, ov 8 - 16f, ov 6 |\n| `1536 / 384 / 192 / 48` | 48x48, ov 12 - 24f, ov 6 |\n| `768 / 192 / spatial-only` | 24x24, ov 6 - no temporal split |"
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],
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"color": "#432",
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"bgcolor": "#653"
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},
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{
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"id": 5532,
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"type": "MarkdownNote",
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"pos": [
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],
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"size": [
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],
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"flags": {
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"collapsed": false
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},
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"order": 3,
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"mode": 0,
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"inputs": [],
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"outputs": [],
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|
"title": "Save video",
|
|
"properties": {},
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|
"widgets_values": [
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"## Save video\n\nThis is your output preview \ud83c\udf89\ud83e\udd73"
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|
],
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|
"color": "#432",
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"bgcolor": "#653"
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},
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{
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"id": 5527,
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"type": "MarkdownNote",
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"pos": [
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],
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"size": [
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],
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"flags": {
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"collapsed": false
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},
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"order": 4,
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"mode": 0,
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"inputs": [],
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"outputs": [],
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"title": "Inputs",
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"properties": {},
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"widgets_values": [
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"## Inputs\n\nEverything here is optional.\n\n### Prompt\n\nEnter a positive prompt. To rewrite it into a fuller description first, enable\n**enhance positive prompt** on the Input Parameters node below. The negative\nprompt is used as written and is never enhanced.\n\nSupplying an **LTX API key** encodes and enhances the prompt through the API\ninstead of locally, which saves memory. The workflow switches over on its own\nwhenever a key is present - there is nothing to un-bypass.\n\nSee the [prompting guide](https://docs.ltx.io/open-source-model/usage-guides/prompting-guide).\n\n### Image input\n\nCondition the video to open on a still by loading an image and enabling\n**use image input** on the Input Parameters node.\n\n### Reference video\n\nTurns the reference video into a control signal through an **annotator**.\n**Depth** is wired by default; open the Reference Video node to switch to\n**Canny** or **Pose**.\n\nIts width, height, length and frame rate drive the whole generation: the fps\nfeeds both the text conditioning and Preprocess. The union-control **IC-LoRA**\nis loaded in **Load Models**, and the guide frames are injected in\n**Preprocess**, then cropped out after stage 1."
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],
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"color": "#432",
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"bgcolor": "#653"
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},
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{
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"id": 5544,
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"type": "PreviewAny",
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"pos": [
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-2759,
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4215.441800056156
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],
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"size": [
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366,
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152.8261854221696
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],
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"flags": {},
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"order": 14,
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"mode": 0,
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"inputs": [
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{
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"name": "source",
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"type": "*",
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"link": 13778
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}
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],
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"outputs": [
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{
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"name": "STRING",
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|
"type": "STRING",
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"links": []
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}
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],
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"title": "Effective positive prompt (enhanced if enabled)",
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"properties": {
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"Node name for S&R": "PreviewAny"
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},
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"widgets_values": [],
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"color": "#232",
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"bgcolor": "#353"
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},
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{
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"id": 5526,
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"type": "MarkdownNote",
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"pos": [
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-4027.492001622839,
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2448
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],
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"size": [
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600,
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692
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],
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"flags": {
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"collapsed": false
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},
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"order": 5,
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|
"mode": 0,
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|
"inputs": [],
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|
"outputs": [],
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|
"title": "Model Links",
|
|
"properties": {},
|
|
"widgets_values": [
|
|
"## Model Links\n\n**LTX-2.5 Model Weights**\n\nMake sure to click the \"Agree and Access\" button the first time you download.\n\n- [ Distilled model - ltx-2.5-22b-distilled-transformer-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/diffusion_models/ltx-2.5-22b-distilled-transformer-bf16.safetensors)\n\n- [ IC-LoRA Union Control - ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors ](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control/blob/main/ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors)\n\n- [ Audio VAE - ltx-2.5-audio-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-audio-vae-bf16.safetensors)\n\n- Video VAE - one of these:\n - [ Diffusion decoder ltx-2.5-video-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-bf16.safetensors) - Best quality\n - [ Convolutional decoder - ltx-2.5-video-vae-conv-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-conv-bf16.safetensors) - Lower memory & faster\n\n- [ Upscaler - ltx-2.5-latent-spatial-upscaler-x2-bf16-1.0.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/latent_upscale_models/ltx-2.5-latent-spatial-upscaler-x2-bf16-1.0.safetensors)\n\n\n\n**Text Encoder - finetuned for LTX-2.5**\n- [gemma4-12b-with-proj-ltx-2.5-bf16.safetensors](https://huggingface.co/Lightricks/LTX-2.5/blob/main/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors)\n\n**Text Enhancer**\n- [Google Gemma 4 E2B IT](https://huggingface.co/Comfy-Org/gemma-4/blob/main/text_encoders/gemma4_e2b_it_bf16.safetensors)\n\n\n**Model Storage Location**\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502 \u2502 \u251c\u2500\u2500 gemma4-12b-with-proj-ltx-2.5-bf16.safetensors\n\u2502 \u2502 \u2514\u2500\u2500 gemma4_e2b_it_bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 loras/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-22b-distilled-transformer-bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 vae/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-audio-vae-bf16.safetensors\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-video-vae-conv-bf16.safetensors / ltx-2.5-video-vae-bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 latent_upscale_models/\n\u2502 \u2514\u2500\u2500 ltx-2.5-latent-spatial-upscaler-x2-bf16-1.0.safetensors\n```\n\n## Report Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n"
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],
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"color": "#432",
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"bgcolor": "#653"
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},
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{
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"id": 5529,
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"type": "MarkdownNote",
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"pos": [
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-1707.2211820415482,
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3006
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],
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"size": [
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305.4220901853274,
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134
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],
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"flags": {
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"collapsed": false
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},
|
|
"order": 6,
|
|
"mode": 0,
|
|
"inputs": [],
|
|
"outputs": [],
|
|
"title": "Generate - stage 1",
|
|
"properties": {},
|
|
"widgets_values": [
|
|
"## Generate - stage 1\n\n**Sampler - Distilled (8 steps)**\n\nThis is the flow for the first stage. It takes the distilled ltx-2.5 model with the union ic-lora LoRA applied on top of it and runs the diffusion in 8 steps. You can change the noise seed, the guider cfg (used for both video and audio) and select the sampler. "
|
|
],
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|
"color": "#432",
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"bgcolor": "#653"
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},
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{
|
|
"id": 4852,
|
|
"type": "SaveVideo",
|
|
"pos": [
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|
-17.46011985449968,
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3230
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],
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"size": [
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523.0556530433919,
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106
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],
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"flags": {},
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"order": 20,
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|
"mode": 0,
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|
"inputs": [
|
|
{
|
|
"name": "video",
|
|
"type": "VIDEO",
|
|
"link": 13675
|
|
}
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "video",
|
|
"type": "VIDEO",
|
|
"links": []
|
|
}
|
|
],
|
|
"properties": {
|
|
"cnr_id": "comfy-core",
|
|
"ver": "0.14.1"
|
|
},
|
|
"widgets_values": [
|
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"output",
|
|
"auto",
|
|
"auto"
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|
]
|
|
},
|
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{
|
|
"id": 5001,
|
|
"type": "LoadVideo",
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"pos": [
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-3238.713473646006,
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3998.5339822721235
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],
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"size": [
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344,
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300
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],
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"flags": {},
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"order": 7,
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|
"mode": 0,
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|
"inputs": [],
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|
"outputs": [
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|
{
|
|
"name": "VIDEO",
|
|
"type": "VIDEO",
|
|
"links": [
|
|
13758
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|
]
|
|
}
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|
],
|
|
"properties": {
|
|
"Node name for S&R": "LoadVideo",
|
|
"cnr_id": "comfy-core",
|
|
"ver": "0.10.0"
|
|
},
|
|
"widgets_values": [
|
|
"",
|
|
"image"
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|
],
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"color": "#232",
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"bgcolor": "#353"
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},
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{
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"id": 5508,
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"type": "PrimitiveStringMultiline",
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"pos": [
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-3238.491355928488,
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3230
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],
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"size": [
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343.59614112612917,
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197.1146191439493
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],
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"flags": {},
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"order": 8,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
|
|
"name": "STRING",
|
|
"type": "STRING",
|
|
"links": [
|
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13630
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|
]
|
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}
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|
],
|
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"title": "Prompt (positive)",
|
|
"properties": {
|
|
"Node name for S&R": "PrimitiveStringMultiline",
|
|
"cnr_id": "comfy-core",
|
|
"ver": "0.25.0"
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},
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"widgets_values": [
|
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""
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|
],
|
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"color": "#232",
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"bgcolor": "#353"
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},
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{
|
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"id": 5014,
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"type": "c28230e9-b195-4ec2-9679-39e1e920f733",
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"pos": [
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-2759,
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3456
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],
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"size": [
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366,
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683.441800056156
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],
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"flags": {},
|
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"order": 13,
|
|
"mode": 0,
|
|
"inputs": [
|
|
{
|
|
"label": "text encoder clip",
|
|
"name": "clip",
|
|
"type": "CLIP",
|
|
"link": 13466
|
|
},
|
|
{
|
|
"label": "text enhancer clip",
|
|
"name": "clip_1",
|
|
"type": "CLIP",
|
|
"link": 13714
|
|
},
|
|
{
|
|
"label": "image",
|
|
"name": "input",
|
|
"type": "IMAGE,MASK",
|
|
"link": 13468
|
|
},
|
|
{
|
|
"label": "use image input",
|
|
"name": "value_3",
|
|
"type": "BOOLEAN",
|
|
"widget": {
|
|
"name": "value_3"
|
|
},
|
|
"link": null
|
|
},
|
|
{
|
|
"label": "Positive prompt",
|
|
"name": "value_2",
|
|
"type": "STRING",
|
|
"widget": {
|
|
"name": "value_2"
|
|
},
|
|
"link": 13630
|
|
},
|
|
{
|
|
"label": "Enhance positive prompt",
|
|
"name": "cond",
|
|
"type": "BOOLEAN",
|
|
"widget": {
|
|
"name": "cond"
|
|
},
|
|
"link": null
|
|
},
|
|
{
|
|
"label": "Negative prompt",
|
|
"name": "text",
|
|
"type": "STRING",
|
|
"widget": {
|
|
"name": "text"
|
|
},
|
|
"link": 13631
|
|
},
|
|
{
|
|
"label": "enhancer_seed",
|
|
"name": "seed",
|
|
"type": "INT",
|
|
"widget": {
|
|
"name": "seed"
|
|
},
|
|
"link": null
|
|
},
|
|
{
|
|
"label": "LTX API key",
|
|
"name": "value_4",
|
|
"type": "STRING",
|
|
"widget": {
|
|
"name": "value_4"
|
|
},
|
|
"link": null
|
|
},
|
|
{
|
|
"label": "ltx model ckpt path",
|
|
"name": "ckpt_name",
|
|
"type": "COMBO",
|
|
"widget": {
|
|
"name": "ckpt_name"
|
|
},
|
|
"link": 13780
|
|
},
|
|
{
|
|
"label": "fps",
|
|
"name": "value",
|
|
"type": "FLOAT",
|
|
"widget": {
|
|
"name": "value"
|
|
},
|
|
"link": 13779
|
|
}
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "bypass_i2v",
|
|
"type": "BOOLEAN",
|
|
"links": [
|
|
13663,
|
|
13765
|
|
]
|
|
},
|
|
{
|
|
"name": "resized image",
|
|
"type": "IMAGE",
|
|
"links": [
|
|
13662,
|
|
13764
|
|
]
|
|
},
|
|
{
|
|
"name": "effective_prompt",
|
|
"type": "STRING",
|
|
"links": [
|
|
13778
|
|
]
|
|
},
|
|
{
|
|
"name": "positive_encoded",
|
|
"type": "CONDITIONING",
|
|
"links": [
|
|
13760
|
|
]
|
|
},
|
|
{
|
|
"name": "negative_encoded",
|
|
"type": "CONDITIONING",
|
|
"links": [
|
|
13761
|
|
]
|
|
}
|
|
],
|
|
"properties": {
|
|
"cnr_id": "comfy-core",
|
|
"ver": "0.25.0",
|
|
"previewExposures": []
|
|
},
|
|
"widgets_values": [
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