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    【WAN2.2】KONTEXT to VIDEO - v2.1
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    WAN2.2 — Image to video with flux kontext — Simple Workflow

    A clean, all-in-one WAN image-to-video workflow built entirely with the UmeAiRT Toolkit for ComfyUI.

    It allows you to generate an initial image using FLUX kontext, and then create a video from that image.
    For example, you can generate an image from a person in a photo and then animate it.
    Only 12 nodes. No spaghetti wires. Just load your model, write your prompt, and hit generate.


    ⚠️ IMPORTANT — Nodes 2.0 Required

    This workflow is built for the Nodes 2.0 (Vue) interface of ComfyUI. If you don't enable it, the workflow may have display problems.

    How to activate Nodes 2.0:

    1. Open ComfyUI

    2. Go to Settings (⚙️ icon, bottom-left)

    3. Find "Use Nodes V2 (Vue)" and toggle it ON

    4. Refresh the page

    5. Load the workflow


    🎯 Features

    • Text-to-Image generation

    • Automatic download of models in auto version

    • Built-in SeedVR2 upscaler — high-quality tiled upscaling (toggleable on/off) Slower than a classic upscaler, but significantly better quality

    • Full metadata embedding — your images are saved with all generation parameters, ready for online publishing and remixing

    • 6 LoRA slots — with individual on/off toggles and strength control and you can connect as many other lora modules to each other for as many LoRA as you want.


    📦 Custom Node Required

    Only one custom node to install:

    👉 ComfyUI-UmeAiRT-Toolkit

    Install via ComfyUI Manager (search "UmeAiRT") or use the UmeAiRT Auto-Installer.
    The Toolkit packages everything internally — upscaler, face detailer, metadata saver. No other custom nodes needed.


    📂 Files you need (in manual version)

    For base version
    I2V Model : wan2.2_i2v_high_noise_14B_fp8_scaled.safetensors and wan2.2_i2v_low_noise_14B_fp8_scaled.safetensors
    In models/diffusion_models
    CLIP: umt5_xxl_fp8_e4m3fn_scaled.safetensors
    in models/clip
    FLUX_Model : flux1-kontext-dev-fp8-e4m3fn.safetensors
    in ComfyUI\models\diffusion_models

    FLUX_CLIP : t5xxl_fp8_e4m3fn_scaled.safetensors and clip_l.safetensors
    in ComfyUI\models\clip

    For GGUF version
    I2V Quant Model : wan2.2_i2v_high_noise_14B_QX.gguf and wan2.2_i2v_low_noise_14B_QX.gguf
    In models/unet
    Quant CLIP: umt5-xxl-encoder-QX.gguf
    in models/clip

    FLUX_GGUF_Model : G8, G5, G4
    in ComfyUI\models\unet

    FLUX_CLIP : Q8, Q6, Q5, Q4, Q3
    in ComfyUI\models\clip

    For speed version
    lightning LoRA : Wan2.2-Lightning_I2V-A14B-4steps-lora_HIGH_fp16.safetensors and Wan2.2-Lightning_I2V-A14B-4steps-lora_LOW_fp16.safetensors

    For AIO version
    I2V FAST AIO Model : wan2.2-i2v-rapid-aio.safetensors
    In models/checkpoint

    FLUX Text encoder : ViT-L-14-TEXT-detail-improved-hiT-GmP-TE-only-HF.safetensors
    in ComfyUI\models\clip

    VAE: wan_2.1_vae.safetensors
    in models/vae

    FLUX VAE : ae.safetensors
    in ComfyUI\models\vae

    ANY upscale model:

    in models/upscale_models

    Description

    What's new? :

    • ComfyUi 0.3.29 positive node fix,

    • LoRA fix with torch compile.

    FAQ

    Comments (35)

    KiefstormApr 20, 2025
    CivitAI

    What is in this v2.1 update? Just fixes?

    UmeAiRT
    Author
    Apr 20, 2025· 1 reaction

    All in in "about this version" :
    What's new? :

    ComfyUi 0.3.29 positive node fix, (because last update break lot of node)

    LoRA fix with torch compile. (now lora work with torch compile)

    KiefstormApr 20, 2025

    @UmeAiRT thanks i've been using this site for months and never noticed that section

    DarkMaster13Apr 27, 2025

    Author just broke it 🤣 (I am joking) but version 2.1 not working for me
    All your ComfyUI nodes are missing required inputs, like vae_name, expression, format, frame_rate, noise_seed, sampler_name, etc.

    VenionApr 30, 2025

    @DarkMaster13 If you have installed the mixlab nodes, delete them and see if the problem persists.

    drdewme618Apr 20, 2025
    CivitAI

    I'm really confused, I've used this before and had no issues, now I'm getting OOM and my settings everything is the same, am I missing something, I'm running 4060 8gbvram 32gb ram I've tried sage I've tried lowram. It will complete all the way up to the part going into making the video then I'll get the OOM. Before it didn't do that, I am using GGUF too.

    ritonenierApr 22, 2025

    Same, new workflow 2.1 make almost my GGUF OOM.

    drdewme618Apr 22, 2025

    @ritonenier What i ended up doing is using face2video then bypassing the winvideo node so it stops, then i use the picture i just made into image2video, and that worked i guess for now

    UmeAiRT
    Author
    Apr 22, 2025· 1 reaction

    Using FLUX and WAN in the same workflow requires a lot of VRAM. It is better to make the image with FLUX first as suggested by drdewme618 to save VRAM. (torchcompile use lot of VRAM too)

    drdewme618Apr 22, 2025

    @UmeAiRT Is there anyway to make a FACE TO IMAGE workflow? THen i could just use that face and put it into image2 video. if possible thank you for the reply

    mrw21jApr 26, 2025· 1 reaction

    Add a Clean VRAM mode and Unload all models node after each generation. I do this and can run on 8GB VRAM laptop GGUF.

    ritonenierApr 26, 2025

    @mrw21j can you share your workflow? mine not working

    whitespider9999Apr 22, 2025· 4 reactions
    CivitAI

    This workflow causes issues after issue, ive fixed about 4 hours of issues and then 20 more crop up, rebuilt everything, reinstalled everything, and still, i feel like i need to get a team of code scientists to work on this 24/7 for a year just to backtrack all the missing dependencies.

    johannesdolch539May 1, 2025

    Just use his all in one installer. You probably just messed up somewhere. Easy to do. Comfy, and python in general is finnicky as hell.

    ZhozhaJan 14, 2026

    @johannesdolch539 his installer couldn't pass middle steps and just drops lots of errors then freezes the command line, was even trying to install it on a freshly installed clean windows, simply not working. And according to comments, there isn't just a single problem, unfortunately he broke it with updates

    AlleriasApr 23, 2025
    CivitAI

    I'v got an issue with the following line in python 3.12.9

    .\python.exe -m pip install --use-pep517 facexlibpython.exe -m pip install git+https://github.com/rodjjo/filterpy.git

    return value "no such option: -m"
    All the requierement seems well install, i've got the facexlib into this folder "ComfyUI_windows_portable-0.3.29\python_embeded\Lib\site-packages\facexlib\"

    DarkMaster13Apr 27, 2025· 1 reaction

    it 2 different commands use it separately 
    python.exe -m pip install --use-pep517 facexlib
    python.exe -m pip install git+https://github.com/rodjjo/filterpy.git

    and for python 3.12 (download insightface-0.7.3-cp312-cp312-win_amd64.whl before of cource:)  )
    python.exe -m pip install onnxruntime==1.19.2 onnxruntime-gpu==1.19.2 insightface-0.7.3-cp312-cp312-win_amd64.whl


    hydroxidoMay 2, 2025
    CivitAI

    No module named 'fused_layer_norm_cuda'


    ag13trash994May 4, 2025

    Same issue here.

    UmeAiRT
    Author
    May 4, 2025

    @ag13trash994 This problem comes from apex which is not present or not compiled with CUDA

    ag13trash994May 4, 2025

    @UmeAiRT I used your most recent version of the all in one installer. It looks like it was not able to install apex into the embedded python at all.

    UmeAiRT
    Author
    May 4, 2025

    @ag13trash994 I fixed this problem in the installer for FLUX, I have to do it for WAN too.

    ag13trash994May 4, 2025

    @UmeAiRT 10-4. Thank you

    ag13trash994May 4, 2025

    I fixed this by renaming fused_layer_norm.py to fused_layer_norm_cuda.py, located in the embedded python - \lib\site-packages\apex\normalization\

    hydroxidoMay 5, 2025

    @UmeAiRT thanks, so i have to run the installer again?

    hydroxidoMay 5, 2025· 1 reaction

    @ag13trash994 thanks a lot

    forfun5800May 4, 2025
    CivitAI

    i have this issue how can i fix it

    PulidFluxEvaClipLoader

    No module named 'fused_layer_norm_cuda'

    ag13trash994May 4, 2025

    I fixed this by renaming fused_layer_norm.py to fused_layer_norm_cuda.py, located in the embedded python - \lib\site-packages\apex\normalization\

    tinyGiantJul 14, 2025

    @ag13trash994 you installed the CPU version instead of GPU version, xxx_cuda is GPU version, since you renamed it it will use the CPU (slower)

    tdkstdi883Aug 7, 2025

    getting the same error as well,

    goldgeoMay 5, 2025
    CivitAI

    Also go the "fused_layer_norm_cuda" error. Fixed with the suggest rename, then I progress to this error:

    ApplyPulidFlux

    CUDA error: no kernel image is available for execution on the device CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. For debugging consider passing CUDA_LAUNCH_BLOCKING=1 Compile with TORCH_USE_CUDA_DSA to enable device-side assertions.

    I am using the combined installer, and get no issue with i2v workflow.

    gamandekinai87May 5, 2025

    I got the same error

    edgarruiz123531Jul 30, 2025· 5 reactions
    CivitAI

    love this workflow! any chance you'll make it for wan2.2?

    CijadeOct 12, 2025

    Same question

    ApchXiAug 18, 2025
    CivitAI

    Download Insightface whl which corresponds here : Assets/Insightface

    Good afternoon! Can you tell me where to download it?

    Workflows
    Wan Video

    Details

    Downloads
    5,537
    Platform
    CivitAI
    Platform Status
    Available
    Created
    4/20/2025
    Updated
    6/27/2026
    Deleted
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