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        "Bring voice consistency to your open source video generation pipeline with Qwen 3 TTS and LTX 2.3 with the **CelebVHQ** ID-LoRA.\n\n## How It Works\n\n1. **Upload an image**\n2. The system:\n   -  Generates two prompts from your images:\n      1.  A speech prompt with expression tags\n      2. A scene description prompt\n   - Creates a voice with Qwen3 TTS\n   - LTX 2.3 with the TalkVid ID-LoRA generates a video based on the image, audio and prompt\n\n## Tips\n\n- Works best if character in input image is \"speaking\"\n\nThat’s it.\n\nImage → Speech → Video"
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        "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Links (for Local Users)\n\n**latent_upscale_models**\n\n- [ltx-2.3-spatial-upscaler-x2-1.1.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-spatial-upscaler-x2-1.1.safetensors)\n\n**checkpoints**\n\n- [ltx-2.3-22b-dev-fp8.safetensors](https://huggingface.co/Lightricks/LTX-2.3-fp8/resolve/main/ltx-2.3-22b-dev-fp8.safetensors)\n\n**text_encoders**\n\n- [gemma_3_12B_it_fp4_mixed.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors)\n\n**loras**\n\n- [gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/loras/gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors)\n- [ltx-2.3-22b-distilled-lora-384.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-22b-distilled-lora-384.safetensors)\n- [ltx-2.3-id-lora-talkvid-3k.safetensors](https://huggingface.co/Comfy-Org/ltx-2.3/resolve/main/split_files/loras/ltx-2.3-id-lora-talkvid-3k.safetensors)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│   ├── 📂 latent_upscale_models/\n│   │   └── ltx-2.3-spatial-upscaler-x2-1.1.safetensors\n│   ├── 📂 checkpoints/\n│   │   └── ltx-2.3-22b-dev-fp8.safetensors\n│   ├── 📂 text_encoders/\n│   │   └── gemma_3_12B_it_fp4_mixed.safetensors\n│   └── 📂 loras/\n│       ├── gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors\n│       ├── ltx-2.3-22b-distilled-lora-384.safetensors\n│       └── ltx-2.3-id-lora-talkvid-3k.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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        "secondTabWidth": 65,
        "tabWidth": 65,
        "tabXOffset": 10,
        "ue_properties": {
          "input_ue_unconnectable": {},
          "version": "7.7",
          "widget_ue_connectable": {
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            "model_name": true,
            "value": true,
            "value_1": true,
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            "value_3": true,
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      "widgets_values": []
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      "bgcolor": "#000",
      "color": "#222",
      "flags": {},
      "id": 663,
      "inputs": [],
      "mode": 0,
      "order": 4,
      "outputs": [],
      "pos": [
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      "title": "ID LoRA Prompt Format",
      "type": "MarkdownNote",
      "widgets_values": [
        "ID-LoRA uses a structured prompt with three tagged sections:\n\n```\n[VISUAL]: <scene and appearance description>\n[SPEECH]: <exact words the person should say>\n[SOUNDS]: <speaker vocal style + ambient/environmental sounds>\n```\n\n| Section | What to write | Example |\n|---------|--------------|---------|\n| `[VISUAL]` | Shot type, subject appearance, clothing, setting, lighting, actions | *A medium shot of a woman with short black hair wearing a white blouse, standing in a modern kitchen with warm lighting and speaking calmly.* |\n| `[SPEECH]` | The literal words to be spoken | *Hello everyone, welcome to our channel.* |\n| `[SOUNDS]` | Speaker vocal qualities (volume, tone, distance from mic) and background sounds | *The speaker has a calm, conversational tone at moderate volume, close to the microphone. Soft birds chirping in the background.* |\n\n**Full example:**\n\n```\n[VISUAL]: A medium shot features a young man with curly brown hair and light blue eyes, sitting on a beige couch. He is wearing a light blue shirt and a red patterned tie. His mouth is slightly open as he speaks. In the background, there is a blurry room with warm lighting.\n[SPEECH]: We are proud to introduce ID-LoRA.\n[SOUNDS]: The speaker has a moderate volume and a conversational tone, sounding engaged and natural. They are close to the microphone. Light, instrumental background music plays softly, creating a calm atmosphere.\n```\n\n**Tips:**\n- Be descriptive in `[VISUAL]` — shot type, colors, clothing, and background details all help, mention that the person is speaking to avoid voice-overs.\n- `[SPEECH]` should contain the exact transcript, not a summary.\n- `[SOUNDS]` controls both the speaking style (tone, volume, mic proximity) and ambient sounds (music, nature, room noise). Describing these steers the audio generation.\n"
      ]
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  "revision": 0,
  "version": 0.4
}