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    hyperbreasts - v4 checkpoint
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    A model for large breasted waifus or semi-realistic characters.

    V6 Changelog 2023/06/03:

    • Considering this was my first and most popular LoRA, I figured it was time to improve on it. Probably the last version too. Hyperfusion is more or less the successor to this.

    • Less harmful to the overall style, but slightly smaller sizes overall, feels like a good balance

    • Wider variety of breast shapes in the dataset

      • Some breast shape tags were added, but hard to say how helpful they are

    • Uses LoRA LoCon, but does not require any additional extensions to run

    • Changed "large breasts" to "big breasts" to match my hyperfusion model tags

    • The model prefers resolutions around 640, but can do up to 768 to a degree

    • Training tags attached under model download section

    V5 Changelog:

    • v5 now uses LoRA!

    • What changed since v4? I trained a breast size classifier to auto label the dataset which resulted in better control over breast size, and made it easier to generate larger sizes.

    • Note that the trigger words in v5 are ordered in the following from smallest size to largest:
      breasts, large breasts, huge breasts, gigantic breasts

    V4 Info:

    the keyword for v4 remains hyperbreasts, if you want better control over the size use v5

    Notes:

    I used this to train my image tagging classifiers for breast sizes
    https://github.com/huggingface/transformers/tree/main/examples/pytorch/image-classification

    Description

    Dreambooth model. Cleaner dataset, more images, longer training time at lower learning rate than before. Better quality overall.

    Training details:

    • 1.6k images

    • learning rate 7e-7

    • steps 30k

    • batch size 2

    • transforms: left right flip

    • No class or class images used

    FAQ

    Comments (18)

    goremanDec 21, 2022· 1 reaction
    CivitAI
    nioce I just need courage with better prompts and negative ones too..
    heartsDec 26, 2022· 1 reaction
    CivitAI

    Nice! Do you have an email are discord?

    ivyvalentine91Jan 16, 2023

    Yes, that would be very helpful. I get only black images with this model and can't use it :/ But V4 works like always.

    throwawayjm
    Author
    Jan 17, 2023

    Adding "--no-half-vae" to command line args usually helps with black images. Otherwise your best resource would be searching here for similar issues https://github.com/AUTOMATIC1111/stable-diffusion-webui/issues?q=is%3Aissue+black+image
    I probably won't be able to help much on my own, but feel free to ask questions here

    ivyvalentine91Jan 17, 2023

    Hey @throwawayjm! I already tried different command line args but nothing helped. Just reinstalled SD, added lora and did all the needed steps but now i get no image. Only this line: "NansException: A tensor with all NaNs was produced in Unet." I'm also not sure if i'm using your model with lora right. I never used that. I really really like your v4 model but v5 with lora doesn't work. Maybe you have a solution.

    throwawayjm
    Author
    Jan 18, 2023

    Unfortunately no, it seems to be working for everyone else, so it's either the LoRA extension or some other local difference. You could try to roll back the LoRA extension version to a previous commit. But which, I'm not sure.

    vrsonnaDec 28, 2022· 1 reaction
    CivitAI

    Great model hope to see more

    killJan 5, 2023· 2 reactions
    CivitAI

    Great model. There is a safetensor version?

    Also, just curiosity, how did you get a dataset to train it?

    throwawayjm
    Author
    Jan 5, 2023

    Hey, thanks for trying it out. I'm far too lazy for safetensor right now. I usually rely on python's "pickle scan" package if I want to scan pickled files before using them. Ill consider it for future versions at least.

    The dataset was just cobbled together images from multiple sources, r-34, e621, danbooru, etc

    killJan 5, 2023

    Thanks for the answer!

    Expecting future versions.

    ElunaJan 8, 2023· 2 reactions

    Added benefit of SafeTensors is they can be loaded much faster, so definitely would look forward to that.

    38900Jan 11, 2023· 1 reaction
    CivitAI

    Amazing model, just wondering how many images did you have in your dataset?

    Also are you considering training a LoRA?

    throwawayjm
    Author
    Jan 11, 2023· 2 reactions

    This was around 1.6k images. And funny you mention it I just trained a LoRA version of it today. Trying to decide if its good enough to upload yet.

    38900Jan 12, 2023

    Glad your working on it, i'm really interested to see what a LoRA does when paired with other models.

    Really appricate the reply, ur a legend.

    Le_FourbeJan 15, 2023

    question how do i pair lora model ?

    throwawayjm
    Author
    Jan 15, 2023

    Pairing, or mixing, is just how LoRA works. You apply LoRA to any stable diffusion model you want at runtime with the LoRA extension for Automatic1111. Otherwise you have to merge LoRA with another model via command line the manual way.

    claire_miyamotoJan 12, 2023· 1 reaction
    CivitAI

    Just wondering, if I want to merge with my current model using add difference, which ratio should I use?

    throwawayjm
    Author
    Jan 12, 2023

    Hey, try with alpha value of 1 to start. If it looks weird or blown out, then reduce it. Usually between 0.5 and 1 works. Occasionally even larger values too. Just depends on the model you are adding it to.

    LORA
    SD 1.4

    Details

    Downloads
    2,212
    Platform
    CivitAI
    Platform Status
    Available
    Created
    12/2/2022
    Updated
    5/19/2026
    Deleted
    -
    Trigger Words:
    hyperbreasts

    Available On (1 platform)

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