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    RDBT - NTYM - v0.1
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    RDBT [NetaYume]

    Recalibrated distribution


    Do NOT download TCFP8 version. I messed up with the metadata. Huge stability issues. I will delete this version.

    Use the new uploaded bf16 version.


    This model is part of the test theories to improve diffusion models.

    Trained from NTYM4 with ~70k images.

    Aiming for

    • Better textures and art details.

    • Better and stable prompt coherence.

    • Balanced contrast and lighting. Never overflow/oversaturated.


    Guide

    Prompt: Basically the same as NetaYume. Except:

    • Style prompt is required. This model does not have default style. The default tv anime style in NetaYume has been nuked.

    • Use "Digital anime art style by @xxxx." at the end of the prompt to prevent Gemma 2 paying too much and incorrect attention to the artist name.

    • Quality tags are not needed. Dataset has higher quality than avg "masterpiece".

    • You don't need tons of tags to describe a character. Just use the most unique ones. e.g. "elf girl frieren, fox girl tamamo \(fate\)". See: img.

    • Prefer simple natural language at the start, and tags at the end.

    Settings:

    • Timesteps shift 3~4.5 for better details. (from node ModelSamplingAuraFlow).

    • CFG scale: 1. Although CFG 1~1.5 is doable, if you want.

    • Sampler: Prefer euler_a + normal.


    About CFG distilled model:

    • You can't control CFG scale and negative prompt. Those are trained inside the model.

    • CFG scale = 1 is a special value. It means disabling CFG and neg prompt.

    • Because you don't need to run a forward pass for the negative prompt, you can generate 2x faster.

    Some training details

    Total dataset contains ~70k images. Not equally weighted.

    Only layers.[2:25] were trained.

    Captions are mainly from Gemini. Natural language only, no tags.

    Not a LoRA this time?

    Multi stage training. No LoRA.


    Versions

    v0.1 cfg distilled: bf16 full model.

    v0.1 cd tcfp8: (has issues, do not download, will be deleted soon) cfg distilled, also a tensorcorefp8 version for ComfyUI.


    Description

    Checkpoint
    Lumina

    Details

    Downloads
    34
    Platform
    CivitAI
    Platform Status
    Available
    Created
    12/26/2025
    Updated
    12/27/2025
    Deleted
    -

    Files

    rdbtNTYM_v01.safetensors

    Mirrors

    CivitAI (1 mirrors)