CivArchive
    🧶Wooly Style - Flux - With a training diary! - WD14
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    These models makes everything look like it's made out of wool and having been hand-knitted.

    I have trained 4 versions of this model to learn more about Flux training. All models are trained with the same training settings (read more about it in my training article), using the same images, but with different captions.

    Training Diary Article part 1 (lots of images)

    Training Diary Article part 2 (even more images)

    ⚡⚡⚡ Please support further training and information sharing by downloading this model during early access. ⚡⚡⚡

    Usage

    Based on which model you use, you will either have to use a trigger word, or not.

    Example prompt: wizard casting a spell

    W00lyW0rldFlux-SingleWord.safetensors: Trigger word is "W00lyW0rld"

    W00lyW0rld a wizard casting a spell <lora:W00lyW0rldFlux-SingleWord:1.0>

    W00lyW0rldFlux-WD14.safetensors: Trigger word is "W00lyW0rld"

    W00lyW0rld a wizard casting a spell <lora:W00lyW0rldFlux-WD14:1.0>

    All other models do not require a trigger word, but you still need to "unlock" the knowledge of the model by describing the effect in natural language. For this, I recommend that you use "Made out of wool".

    W00lyW0rldFlux-NoCaption.safetensors: No trigger word, but use natural language like:

    Made out of wool, a wizard casting a spell <lora:W00lyW0rldFlux-NoCaption:1.0>

    I've found that most settings work well with this model. No special samplers or CFG-scale.

    Read the training diary to learn more about this Flux training test. (link coming after I've posted)

    Note:

    I may be using the following extensions in the reference images: FreeU or ADetailer / Face Editor. I may also be using a specific Hires Checkpoint (swaps to another model when doing the hires steps). If your results don't match mine exactly, this may explain why.

    Tips and tricks

    Below are some tips and tricks for how to get even more out of the model.

    You can always add some extra keywords to enhance the style.

    made out of wool
    knitted

    Link to Training Data

    Like it?

    https://ko-fi.com/mnemic

    https://www.buymeacoffee.com/mnemic

    Description

    From the training diary: https://civitai.com/articles/6792

    This version of the model was trained using a trigger word and WD14 captions. These captions can be generated by the CivitAI training tool. When you are at the step of uploading images, you can generate captions in this style there. You can also do it using Kohya and other trainers.

    I have also released a tool to help you do it quickly, by just entering the images you wish to caption in a folder, and running a script. Check out JoyTag-Batch Github here.

    I found that the effect of using this style of captioning was very strong. In many cases when I compared all 4 trained models, my preference was to the WD14 captioned ones. It seem to more often convert more of the whole image into the desired style.

    Of course you have to consider that each training brings with it a lot of randomness, so maybe this was just a lucky epoch.

    FAQ

    Comments (5)

    JustMaierAug 20, 2024· 5 reactions
    CivitAI

    I like the training diary idea! Thanks for sharing your process.

    mnemic
    Author
    Aug 20, 2024· 1 reaction

    Thank you very much.

    Hoping to expand more on it in the future.

    meidaoliAug 22, 2024· 1 reaction

    Wonderful idea

    ___marsh___Sep 3, 2024· 2 reactions
    CivitAI

    AI never stops to amaze me, it understand how the flow of wool should look like, very cool

    mnemic
    Author
    Sep 3, 2024

    Agreed! Very wool!

    LORA
    Flux.1 D

    Details

    Downloads
    108
    Platform
    CivitAI
    Platform Status
    Available
    Created
    8/19/2024
    Updated
    5/12/2026
    Deleted
    -
    Trigger Words:
    W00lyW0rld

    Files

    W00lyW0rldFlux-WD14.safetensors

    Mirrors

    HuggingFace (1 mirrors)

    W00lyW0rldWD14.zip

    Mirrors

    CivitAI (1 mirrors)

    Available On (1 platform)

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