CivArchive
    Calm PonyXL [Size:14MB] - 0.4 [Size: 14MB]
    NSFW
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    0.1 Alpha: heavier focus on faces and fellatio

    0.1 Beta version: More focus on style and posing

    Description

    FAQ

    Comments (8)

    Rating_AgentFeb 22, 2024· 2 reactions
    CivitAI

    YOOOO HOW YOU MAKE IT SO SMALL?? Every lora how pony is about 200mb nowdays, even 600-800mb sometimes

    PtotheOuchFeb 22, 2024

    I too am curious about this. How did the size go from 87MB to 30MB?

    klikkeri1
    Author
    Feb 22, 2024

    Some tags in scraped booru datasets are "stranded". They have no connection to other tags or really low connections. Original dataset had 1200 tags and I pruned it to 500 by calculating co-occurence count for every tags (in example set(1,2,3)=set(2,1,3)).

    I assumed, rare tags has to have some leverage from popular tags or their content can't be learnt

    klikkeri1
    Author
    Feb 22, 2024

    Also I normalized images with Winsorization

    QueriaFeb 23, 2024

    Even if you use a single image with a single tag it will output a 160mb+ file (at least from what I recall from training, unless they changed stuff), I think what most people are missing is that they don't know about the resizing script

    klikkeri1
    Author
    Feb 23, 2024

    @eeeeeqeq Yes and no. If your dataset has 300 images and 5000 unique tags, low dimension LoRA doesn't fit well.

    Of course if you desire, you can train underfit model with low dim and high unique tag count.

    Rating_AgentFeb 22, 2024· 5 reactions
    CivitAI

    Can you please try training Shadman! I think you can do it so good

    klikkeri1
    Author
    Feb 22, 2024

    Shadman has a lot of pictures with comic book style panels. That makes cleaning the dataset much harder. I will consider

    LORA
    Pony

    Details

    Downloads
    2,460
    Platform
    CivitAI
    Platform Status
    Available
    Created
    2/22/2024
    Updated
    5/16/2026
    Deleted
    -

    Available On (1 platform)

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