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    LTXV2.3 GGUF I2V/T2V/FFLF+IDaudioLora 12gb Vram sageattn - v2.0 (LTX2.3)
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    A simple, color-coded GGUF workflow for running LTXV-2 in ComfyUI.
    Designed to be straightforward and lightweight.

    Common Issues

    Error: LTXVEmptyLatentAudio – AttributeError

    Update Kijai Node Pack to v1.2.8

    Checkerboard / patterned noise output

    Update all nodes + ComfyUI
    (Outdated GGUF loader or ComfyUI build)


    Required Node Packs

    ComfyUI-GGUF
    https://github.com/city96/ComfyUI-GGUF

    ComfyUI-KJNodes
    https://github.com/kijai/ComfyUI-KJNodes (install & update it to nightly)

    additional install via manager


    📦 Downloads

    🧩 Kijai’s Repo (ALL files except diffusion models — choose ONE LoRA)

    https://huggingface.co/Kijai/LTX2.3_comfy/tree/main

    Includes:

    • Distilled LoRA (REQUIRED)

    • Text Projection (embedding connector)


    🧠 Diffusion Models (GGUF)

    https://huggingface.co/unsloth/LTX-2.3-GGUF/tree/main

    Choose based on VRAM:

    • Q4_K_M → lower VRAM (recommended)

    • Q8_0 → higher quality, more VRAM

    ⚠️ Very low quants = basically unusable

    Includes:

    • VAE (audio + video)

    • GGUF models


    ✍️ Text Encoders (REQUIRED)

    Option 1 – Gemma (recommended for low VRAM)

    https://huggingface.co/Comfy-Org/ltx-2/tree/main/split_files/text_encoders

    Option 2 – Full version (higher VRAM, better quality)

    ➡️ You still ALSO need:

    • Text Projection (from Kijai’s repo)


    🔍 Latent Upscaler

    https://huggingface.co/Lightricks/LTX-2/tree/main/

    Files:

    • ltx-2-spatial-upscaler-x2-1.0.safetensors

    • ltx-2-temporal-upscaler-x2-1.0.safetensors


    ⚠️ Important Notes

    • Use DEV GGUF diffusion models (no distilled base model yet)

    • Distilled LoRA is still REQUIRED

    • Most issues = outdated nodes or ComfyUI

    .


    Description

    FAQ

    Comments (13)

    lovexiaofan123839Mar 27, 2026
    CivitAI

    VRAMdebug: freed memory: 10,169,016,448
    !!! Exception during processing !!! tuple index out of range
    Traceback (most recent call last):
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\execution.py", line 525, in execute
    output_data, output_ui, has_subgraph, has_pending_tasks = await get_output_data(prompt_id, unique_id, obj, input_data_all, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, v3_data=v3_data)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\execution.py", line 334, in get_output_data
    return_values = await _async_map_node_over_list(prompt_id, unique_id, obj, input_data_all, obj.FUNCTION, allow_interrupt=True, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, v3_data=v3_data)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\custom_nodes\comfyui-lora-manager\py\metadata_collector\metadata_hook.py", line 168, in async_map_node_over_list_with_metadata
    results = await original_map_node_over_list(
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\execution.py", line 308, in _async_map_node_over_list
    await process_inputs(input_dict, i)
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\execution.py", line 296, in process_inputs
    result = f(**inputs)
    ^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\comfy_api\internal\__init__.py", line 149, in wrapped_func
    return method(locked_class, **inputs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\comfy_api\latest\_io.py", line 1764, in EXECUTE_NORMALIZED
    to_return = cls.execute(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "N:\ComfyUI-aki-v1.7dsadas\ComfyUI-aki-v1.7\ComfyUI\comfy_extras\nodes_lt.py", line 675, in execute
    audio_latent["samples"] = latents[1]
    ~~~~~~~^^^
    IndexError: tuple index out of range

    Prompt executed in 447.09 seconds

    The_frizzy1
    Author
    Mar 27, 2026

    not sure why this is happening but it seems an issue with the audio vae and audio latent, make sure KJ nodes is updated to nightly and youre using comfyui desktop that might help it..

    Pity_the_FooApr 13, 2026· 1 reaction

    @The_frizzy1 This is happening to me as well, made sure to clear some space on the drive and downloaded all models exactly like you show in the WF, in the correct locations, even though the DualClipLoader saw text encoders in the CLIP folder I moved them to TE folder as instructed, everything up to date... 🤷‍♂️

    Pity_the_FooApr 13, 2026· 1 reaction

    @The_frizzy1 to be clear, I'm using the I2V version, I see your video examples are T2V so I can't really download to compare, but your T2V looks maybe a bit more polished than the I2V I am messing with.

    The_frizzy1
    Author
    Apr 13, 2026· 1 reaction

    @Pity_the_Foo Hmm weird ususally i2v generations look better even for me. I will try to update this but I think I found it try connecting the secound samplers audio latent not the first that might be the issue for i2v.

    Pity_the_FooApr 13, 2026

    @The_frizzy1 Can you DM me a screenshot of what you're talking about if you get a chance? Your workflow is clean but I'm not very good at ComfyUI and haven't had ample enough time to actually generate stuff as well as learn the ropes lol. In any event thanks for your response and for looking into it, much appreciated.

    dreadfulpirateMar 30, 2026
    CivitAI

    My problem with LTX are generation times. Even if I lower to steps, cfg, 5 seconds. Takes 20 to 30 minutes. I am running the latest version of everything and have a 3080TI V12GB, 32GB. I also did a clean install of comfy. Any tweaking suggestions? I do not have these issues with WAN2.2.

    The_frizzy1
    Author
    Mar 31, 2026

    im not really sure maybe use a smaller quant or try to cahnge the attn youre using or use libraries like triton. For me out the box wan2.2 takes longer and takes more recources than LTX2 by alot..

    DaddyWolfgangMay 17, 2026

    Uh, it should be shorter than WAN2.2. I can render a 30 second video in about 3 minutes. A 3080TI isn't th efastest thing on the planet but 20 to 30 minutes is very long for 5 seconds.

    Are you sure your rendering at a resolution that isn't too high? Some workflows people upload start off with resolutions that are insanely high sometimes.

    sonofabeanApr 1, 2026
    CivitAI

    Thanks for this. Just a heads up, your note with the model links still links to the LTX 2 files

    The_frizzy1
    Author
    Apr 13, 2026

    will fix that today thank you!

    iroh_aiApr 10, 2026
    CivitAI

    Es genial, solo podrías hacer la aclaración de que para personas con 6, 8 de vram, hay que desactivar todos los nodos de audio, liberar el subgrafo del sampler, y agregar otro muestreador , o siempre dara errores, pero en resumen esta genial, gracias amigo!

    The_frizzy1
    Author
    Apr 20, 2026· 1 reaction

    no need to do it in the new version all fixed up now, gracias!

    Workflows
    LTXV 2.3

    Details

    Downloads
    1,112
    Platform
    CivitAI
    Platform Status
    Available
    Created
    3/25/2026
    Updated
    7/27/2026
    Deleted
    -