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    WAN-L.O.V.E. Low VRAM Image-to-Video Fast All-In-One - I2V 14B fp8
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    WAN-L.O.V.E. is hybrid Wan Low Overhead VRAM Efficiency Image-to-Video Fast (4-step) All-In-One model (full checkpoint: UNET, CLIP and VAE). All you need to encode source images is this model and, optionally, CLIP Vision model for Wan. Use CFG 1 and Euler sampler and beta scheduler and model shift 8-12. Enjoy!

    In ComfyUI just use usual default workflow with checkpoint loader, CLIP vision loader and sampler.


    Note: If you look for Wan 2.2 14B all-in-one version, then try this checkpoint, the same 1-pass workflow as for Wan 2.1 will work pretty well.


    Real 49 frames of 720p video generation with Wan 2.1 14B on i5-11400 with RTX 3050 4Gb and 32 Gb RAM via ComfyUI:

    And the easy-peasy one-pass workflow (open this picture in a new tab):
    wan21_checkpoint_workflow.png

    Description

    Merge of 720p and 480p Wan 2.1 and a few specially selected speed-up LoRAs. Should be compatible with most of 720p and 480p LoRAs.

    Simple workflow is available as "Training data" archive.

    LoRAs for this model

    FAQ

    Comments (29)

    skyrimer3dAug 20, 2025· 2 reactions
    CivitAI

    link to the checkpoint pls?

    mistporyvaev
    Author
    Aug 20, 2025

    just download model file on this page, it is full .safetensors checkpoint

    enterkmfdm2016848Aug 20, 2025· 2 reactions
    CivitAI

    you can share me the workflow please???

    enterkmfdm2016848Aug 20, 2025

    but i need to make the workflow???

    enterkmfdm2016848Aug 20, 2025

    u can share me one workflow to use with this

    enterkmfdm2016848Aug 26, 2025

    @mistporyvaev thanks

    rocketjazzAug 20, 2025· 3 reactions
    CivitAI

    i like it 🔥🔥🔥

    xueqing12211Aug 21, 2025· 6 reactions
    CivitAI

    gguf plz

    mistporyvaev
    Author
    Aug 21, 2025

    manual of how to achieve this pls

    mistporyvaev
    Author
    Sep 11, 2025

    @schsch oh no

    mistporyvaev
    Author
    Sep 11, 2025· 1 reaction

    @schsch i don't want to do this 🤪

    schschSep 12, 2025· 1 reaction

    Well, all for science, lol

    dark_aromaaAug 23, 2025· 3 reactions
    CivitAI

    I'm new to comfyui. is there a tutorial that can help me set it up?

    mistporyvaev
    Author
    Aug 23, 2025

    Install ComfyUI portable

    https://docs.comfy.org/installation/comfyui_portable_windows

    mistporyvaev
    Author
    Aug 23, 2025

    Then install ComfyUI Manager

    https://github.com/Comfy-Org/ComfyUI-Manager#installation

    mistporyvaev
    Author
    Aug 23, 2025

    Then Google for workflows (.json files) and try to run them in ComfyUI. Later you will understand how to create workflows by yourself. GLHF!

    dark_aromaaAug 23, 2025

    @mistporyvaev thank you so much. so any comfyui workflow will work with this wan model?

    mistporyvaev
    Author
    Aug 23, 2025

    @dark_aromaa ComfyUI is platform for your workflows. Your workflow should be compatible with model you use. So if you have workflow for Wan 2.1 and workflow has checkpoint loader node then, yes, it will run my checkpoint successfully.

    dark_aromaaAug 23, 2025

    @mistporyvaev thank you so much for the help

    CVVAD001Aug 27, 2025· 6 reactions
    CivitAI

    WorkFlow here https://openart.ai/workflows/f1Mip1FaUQMTTyHQHqJi

    The image provided does not have the .json for the workflow, it needs to be remade manually. It will be helpful if users can have the actual workflow file. :)

    letsoon733Sep 8, 2025

    Prompt outputs failed validation: CLIPVisionLoader: - Value not in list: clip_name: 'clip_vision_h.safetensors' not in []

    mistporyvaev
    Author
    Sep 8, 2025

    @letsoon733 Clip vision model is here: https://civitai.com/models/1329096?modelVersionId=1501088

    yoyonokotuOct 9, 2025

    why does the checkpoint loader lists image diffusion models, not video checkpoints?

    testerweed695Mar 23, 2026

    link dead xd

    mistporyvaev
    Author
    Mar 23, 2026

    @testerweed695 for 14B version simple workflow is available as "Training data" archive under the model download link

    testerweed695Apr 9, 2026

    @mistporyvaev yeah but the ones asking like me want the one for 5b id guess if we keep askin and you saying there one only for the 14b? :/

    mistporyvaev
    Author
    Apr 9, 2026

    @testerweed695 please don't cry, I've uploaded simple workflow as training data to 5b model page

    https://civitai.com/api/download/models/2260597?type=Training%20Data

    Checkpoint
    Wan Video 14B i2v 720p

    Details

    Downloads
    2,623
    Platform
    CivitAI
    Platform Status
    Available
    Created
    8/19/2025
    Updated
    5/12/2026
    Deleted
    -

    Files

    wanLOVELowVRAMImageTo_i2v14BFp8_trainingData.zip

    wanLOVELowVRAMImageTo_i2v14BFp8.safetensors

    Available On (1 platform)

    Same model published on other platforms. May have additional downloads or version variants.