工作流 /
视频 /
LTXV2.3 GGUF I2V/T2V/FFLF+IDaudioLora 12gb Vram sageattn
LTXV2.3 GGUF I2V/T2V/FFLF+IDaudioLora 12gb Vram sageattn
LTXV2.3 GGUF I2V/T2V/FFLF+IDaudioLora 12gb Vram sageattn
A simple, color-coded GGUF workflow for running LTXV-2 in ComfyUI.Designed to be straightforward and lightweight.Common IssuesError: LTXVEmptyLatentAudio – AttributeErrorUpdate Kijai Node Pack to v1.2.8Checkerboard / pat…
视频
11 个节点 4,891 次使用 The_frizzy1 198 KB
需要的权重
这个工作流引用了 1 个权重文件，其中 0 个能在本站模型库里找到。
The_frizzy1_ltx2.3-ultimate_v3.0.1.json
模型库暂未收录
节点构成
MarkdownNote
× 4
LoadImage
× 2
SaveVideo
× 1
VHS_LoadAudioUpload
× 1
88043d8c-c3a4-4a72-b3c1-feb6b1a8def9
× 1
2b010cf2-1646-4ce6-b862-a9b94998d1bd
× 1
RecordAudio
× 1
官方标注的模型
gemma_3_12B_it_fp4_mixed.safetensorsltx-2-19b-distilled-lora-384.safetensorsltx-2-spatial-upscaler-x2-1.0.safetensorsltx-2.3-22b-dev-Q5_K_M.ggufltx-2.3-22b-dev_audio_vae.safetensorsltx-2.3-22b-dev_video_vae.safetensorsltx-2.3-22b-distilled-lora-384-1.1.safetensorsltx-2.3-id-lora-talkvid-3k.safetensorsltx-2.3-spatial-upscaler-x2-1.1.safetensorsltx-2.3_text_projection_bf16.safetensors
工作流 JSON
和上面「下载工作流 JSON」是同一份文件。
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26 "## 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"
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81 "## 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"
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