{ "id": "c1b04207-b8e3-4221-b372-29d2f9f2ae7d", "revision": 0, "last_node_id": 396, "last_link_id": 950, "nodes": [ { "id": 162, "type": "MarkdownNote", "pos": [ -619.3604994254781, -331.83467741503836 ], "size": [ 480, 1269.15625 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [], "title": "Downloads", "properties": {}, "widgets_values": [ "## Downloads - put each file in the folder shown\n\nFolders are inside `ComfyUI/models/`. Subfolders are fine; then pick the file again in the Model Loader.\n\n| Folder | File | Note |\n|---|---|---|\n| `diffusion_models/` | [ltx-2.3-22b-dev-Q5_K_M.gguf](https://huggingface.co/unsloth/LTX-2.3-GGUF/resolve/main/ltx-2.3-22b-dev-Q5_K_M.gguf) | DEV model. Q4_K_M for less VRAM |\n| `vae/` | [ltx-2.3-22b-dev_video_vae.safetensors](https://huggingface.co/unsloth/LTX-2.3-GGUF/resolve/main/vae/ltx-2.3-22b-dev_video_vae.safetensors) | 1.5 GB |\n| `vae/` | [ltx-2.3-22b-dev_audio_vae.safetensors](https://huggingface.co/unsloth/LTX-2.3-GGUF/resolve/main/vae/ltx-2.3-22b-dev_audio_vae.safetensors) | 0.4 GB. No sound = wrong audio VAE |\n| `loras/` | [ltx-2.3-22b-distilled-lora-384-1.1.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-22b-distilled-lora-384-1.1.safetensors) | distilled LoRA, required. 7.6 GB |\n| `loras/` | [ltx-2.3-id-lora-talkvid-3k.safetensors](https://huggingface.co/AviadDahan/LTX-2.3-ID-LoRA-TalkVid-3K/resolve/main/lora_weights.safetensors) | ID LoRA. Downloads as `lora_weights.safetensors`, rename it. 1.2 GB |\n| `text_encoders/` | [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) | Gemma 3 12B. 9.5 GB |\n| `text_encoders/` | [ltx-2.3_text_projection_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/resolve/main/text_encoders/ltx-2.3_text_projection_bf16.safetensors) | text projection, required. 2.3 GB |\n| `latent_upscale_models/` | [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) | x2 latent upscaler. 1.0 GB |\n\nCustom nodes: ComfyUI-GGUF, ComfyUI-KJNodes (nightly), ComfyUI-JakeUpgrade, ComfyUI-VideoHelperSuite, ComfyUI-Impact-Pack, ComfyUI-Easy-Use.\n\nOne command from the repo root: `python scripts/frizzy.py doctor ltx/ltx2.3-ultimate`\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 38, "type": "SaveVideo", "pos": [ 1257.255945281394, -707.9133245904443 ], "size": [ 887.828125, 1059.140625 ], "flags": {}, "order": 10, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 369 } ], "outputs": [], "properties": { "Node name for S&R": "SaveVideo" }, "widgets_values": [ "video/LTX_2.3_", "mp4", "auto" ] }, { "id": 163, "type": "MarkdownNote", "pos": [ -1260, -331.83467741503836 ], "size": [ 620, 1500 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "title": "How to use", "properties": {}, "widgets_values": [ "## How to use - LTX-2.3 Ultimate v3.0.1\n\nLTX-2.3 (22B) video with sound in one graph: text to video, image to video, first + last frame, voice reference (ID LoRA) or replace audio. GGUF model, made for 12 GB cards.\n\n### Inputs (left of the main node)\n- **First Frame**: start image, used when Text2Video is off.\n- **Last Frame**: end image, used when Last Frame is on.\n- **Load audio**: the voice reference for ID LoRA, or the sound to keep with Replace Audio.\n- **Use your own voice** (Record Audio, bypassed): un-bypass it and wire it into the main node's audio input in place of Load audio.\n\n### Settings on the main node\n| Setting | Default | What it does |\n|---|---|---|\n| Text2Video | on | on = prompt only. off = image to video from First Frame |\n| Last Frame | off | on = first + last frame. Needs Text2Video off and both images; describe the move in the prompt |\n| ID Lora reference audio? | off | on = speak with the voice in the input audio (ID LoRA). Use the [VISUAL] / [SPEECH] / [SOUNDS] prompt format (note on the right) |\n| Replace Audio | off | on = the input audio becomes the output audio, no new sound is made. ID LoRA does not work with it |\n| Prompt | | what you want to see and hear |\n| Improve prompt | off | Gemma rewrites your prompt. Keep it off for lip sync, it changes the words too much |\n| Width / Height | 512 x 512 | output size. The first pass runs at half size, then the x2 latent upscaler and a short refine pass |\n| Duration / Frame Rate | 5 s / 24 | length and fps (frames = seconds x fps + 1) |\n| noise_seed | fixed | change it for a new take |\n| cfg | 4 | first pass guidance. Lip sync not good: try 1 to 2 |\n| steps | 20 | first pass steps |\n\nOn the **Model Loader** node: pick the GGUF model, text encoder + text projection, video and audio VAE, the distilled LoRA (required, strength 0.5) and the ID LoRA.\n\n### Tips\n- Use a **DEV** GGUF model. The distilled LoRA and the text projection are required.\n- Q4_K_M uses less VRAM than Q5_K_M.\n- No sound or static: wrong audio VAE, use the one from unsloth/LTX-2.3-GGUF.\n- Most errors = outdated custom nodes or ComfyUI. Update KJNodes to nightly.\n- Attention: you can start ComfyUI with --use-sage-attention (same speed, lower peak VRAM in a 24 GB Z-Image test). --use-ck-attention gave a different image for the same seed in that test.\n\nTested on: no test hardware is listed for this version (12 GB target). Not run on ComfyUI 0.45.3: the check server lacks its custom packs and models.\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 123, "type": "VHS_LoadAudioUpload", "pos": [ 1.3679619854408998, 363.2643994648316 ], "size": [ 454.8125, 398.359375 ], "flags": { "collapsed": false }, "order": 2, "mode": 0, "inputs": [], "outputs": [ { "name": "audio", "type": "AUDIO", "links": [ 363 ] }, { "name": "duration", "type": "FLOAT", "links": null } ], "properties": { "Node name for S&R": "VHS_LoadAudioUpload" }, "widgets_values": { "audio": "Timeline 2.wav", "start_time": 0, "duration": 15.90999999999999, "audiopreview": { "params": { "start_time": 0, "duration": 15.90999999999999, "filename": "Timeline 2.wav", "type": "input" } } } }, { "id": 149, "type": "88043d8c-c3a4-4a72-b3c1-feb6b1a8def9", "pos": [ -51.768391238777554, -198.47449516011204 ], "size": [ 535.609375, 470.59375 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "links": [ 365 ] }, { "name": "CLIP", "type": "CLIP", "links": [ 361 ] }, { "label": "Audio VAE", "name": "VAE_1", "type": "VAE", "links": [ 364 ] }, { "label": "MODEL_TalkVid", "name": "MODEL", "type": "MODEL", "links": [ 366 ] }, { "label": "MODEL", "name": "MODEL_1", "type": "MODEL", "links": [ 368 ] }, { "name": "LATENT_UPSCALE_MODEL", "type": "LATENT_UPSCALE_MODEL", "links": [ 367 ] } ], "properties": { "proxyWidgets": [ [ "241", "model_name" ], [ "143", "clip_name1" ], [ "143", "clip_name2" ], [ "142", "vae_name" ], [ "144", "vae_name" ], [ "148", "lora_name" ], [ "147", "lora_name" ], [ "148", "strength_model" ] ] }, "widgets_values": [] }, { "id": 150, "type": "2b010cf2-1646-4ce6-b862-a9b94998d1bd", "pos": [ 566.220279913465, -690.4506372871401 ], "size": [ 574.609375, 1184 ], "flags": {}, "order": 9, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 361 }, { "name": "image", "type": "IMAGE", "link": 362 }, { "name": "audio", "type": "AUDIO", "link": 363 }, { "label": "Audio VAE", "name": "audio_vae", "type": "VAE", "link": 364 }, { "label": "Video Vae", "name": "", "type": "*", "link": 365 }, { "label": "model_Talkvi", "name": "model", "type": "MODEL", "link": 366 }, { "name": "upscale_model", "type": "LATENT_UPSCALE_MODEL", "link": 367 }, { "name": "model_1", "type": "MODEL", "link": 368 }, { "name": "num_guides.image_2", "type": "IMAGE", "link": 516 }, { "name": "num_guides.image_3", "type": "IMAGE", "link": null } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 369 ] } ], "properties": { "proxyWidgets": [ [ "132", "value" ], [ "119", "value" ], [ "319", "value" ], [ "306", "value" ], [ "363", "value" ], [ "360", "value" ], [ "160", "value" ], [ "159", "value" ], [ "171", "noise_seed" ], [ "171", "control_after_generate" ], [ "167", "cfg" ], [ "281", "value" ], [ "280", "value" ], [ "312", "steps" ] ] }, "widgets_values": [] }, { "id": 81, "type": "LoadImage", "pos": [ -56.87710645753174, -595.0668131408545 ], "size": [ 225, 340 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 362 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "title": "First Frame", "properties": { "Node name for S&R": "LoadImage" }, "widgets_values": [ "z-image-turbo_00008_.png", "image" ] }, { "id": 213, "type": "LoadImage", "pos": [ 246.85253303869592, -595.1956738046748 ], "size": [ 256.03125, 340 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 516 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "title": "Last Frame", "properties": { "Node name for S&R": "LoadImage" }, "widgets_values": [ "ComfyUI_00049_.png", "image" ] }, { "id": 263, "type": "MarkdownNote", "pos": [ 1302.4191468862973, 471.06347382396723 ], "size": [ 740, 820.375 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [], "title": "ID LoRA Prompt Format", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.7", "input_ue_unconnectable": {} } }, "widgets_values": [ "Does not work when replacing audio!\nif lip sync is not working well use a lower cfg 1-2 prompting is very critical aswell \nTurn off improve prompting it can change the prompt too much when wanting to do lip sync\n\nID-LoRA uses a structured prompt with three tagged sections:\n\n```\n[VISUAL]: \n[SPEECH]: \n[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). 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